# All articles

Canonical URL: https://syntalith.ai/en/blog/archive

[← Blog](https://syntalith.ai/en/blog)

616 articles. Every article of the blog on one page, by topic. The newest are at the top of each list.

## AI training 63 articles

- [AI Act in Poland: when it applies and what changes on 28 October 22 Oct 2026](https://syntalith.ai/en/blog/ai-act-in-poland-when-it-applies)
- [AI in schools: budget and first rollout plan 22 Oct 2026](https://syntalith.ai/en/blog/ai-in-schools-budget-and-first-rollout-plan)
- [AI training companies in Poland: ChatGPT and Claude courses compared 22 Oct 2026](https://syntalith.ai/en/blog/ai-training-companies-poland-chatgpt-claude)
- [AI training request for proposal: a ChatGPT and Claude brief 22 Oct 2026](https://syntalith.ai/en/blog/ai-training-request-for-proposal-template)
- [What does ChatGPT and Claude training cost a business? 22 Oct 2026](https://syntalith.ai/en/blog/chatgpt-claude-training-cost-for-business)
- [ChatGPT or Claude training: choosing a programme for your team 22 Oct 2026](https://syntalith.ai/en/blog/chatgpt-or-claude-training-for-your-team)

Show older (57)

- [Rolling out ChatGPT in a small business: scope and budget 22 Oct 2026](https://syntalith.ai/en/blog/chatgpt-rollout-for-a-small-business)
- [AI onboarding: what new employees need for their first tasks 22 Oct 2026](https://syntalith.ai/en/blog/ai-onboarding-for-new-employees)
- [AI training for companies: plan a program around your team 22 Oct 2026](https://syntalith.ai/en/blog/ai-training-across-poland-and-us-teams)
- [AI training for business presentations: from evidence to a decision 22 Oct 2026](https://syntalith.ai/en/blog/ai-training-for-business-presentations)
- [AI training for people who create internal learning materials 22 Oct 2026](https://syntalith.ai/en/blog/ai-training-for-internal-learning-content-authors)
- [AI training for people who approve team outputs 22 Oct 2026](https://syntalith.ai/en/blog/ai-training-for-reviewers-and-approvers)
- [AI training for service teams handling scope changes 22 Oct 2026](https://syntalith.ai/en/blog/ai-training-for-service-scope-changes)
- [AI training for spreadsheet work: from a question to an explainable finding 22 Oct 2026](https://syntalith.ai/en/blog/ai-training-for-spreadsheet-work)
- [AI training for complaint analysis: comparing fault reports 22 Oct 2026](https://syntalith.ai/en/blog/ai-training-for-warranty-trend-analysis-teams)
- [AI training for a group of companies: what to share and what to adapt 22 Oct 2026](https://syntalith.ai/en/blog/buying-ai-training-for-a-group-of-companies)
- [Switching AI tools: preparing your team to keep working 22 Oct 2026](https://syntalith.ai/en/blog/keeping-ai-skills-useful-when-tools-change)
- [Support after AI training: what to agree before booking 22 Oct 2026](https://syntalith.ai/en/blog/planning-support-after-ai-training)
- [Company materials for AI training: what to prepare before a workshop 22 Oct 2026](https://syntalith.ai/en/blog/preparing-company-examples-for-ai-training)
- [AI training and automation at the same time: interpreting the results 22 Oct 2026](https://syntalith.ai/en/blog/separating-ai-training-results-from-automation-results)
- [Should the manager attend the team’s AI training? 22 Oct 2026](https://syntalith.ai/en/blog/when-managers-need-to-attend-ai-training)
- [AI training for B2B complaint resolution teams 22 Oct 2026](https://syntalith.ai/en/blog/ai-training-for-b2b-complaint-resolution-teams)
- [AI training for corporate insurance teams: documents and broker communication 22 Oct 2026](https://syntalith.ai/en/blog/ai-training-for-corporate-insurance-operations)
- [AI training for corporate tax teams: sources and review-ready memos 22 Oct 2026](https://syntalith.ai/en/blog/ai-training-for-corporate-tax-research-teams)
- [AI training for customer success: preparing a useful account review 22 Oct 2026](https://syntalith.ai/en/blog/ai-training-for-customer-success-account-reviews)
- [AI training for dispatchers: customer emails and shift handoffs 22 Oct 2026](https://syntalith.ai/en/blog/ai-training-for-dispatch-exception-handling)
- [AI training for export teams: clear replies to overseas buyers 22 Oct 2026](https://syntalith.ai/en/blog/ai-training-for-export-sales-operations)
- [AI training for field inspection reports 22 Oct 2026](https://syntalith.ai/en/blog/ai-training-for-field-inspection-reporting)
- [AI training for IT procurement: preparing for vendor renewals 22 Oct 2026](https://syntalith.ai/en/blog/ai-training-for-it-vendor-management-teams)
- [AI training for market intelligence analysts: from question to conclusion 22 Oct 2026](https://syntalith.ai/en/blog/ai-training-for-market-intelligence-analysts)
- [AI training for a team with different levels of experience 22 Oct 2026](https://syntalith.ai/en/blog/ai-training-for-mixed-skill-teams)
- [AI training for multilingual shared services: clearer handovers 22 Oct 2026](https://syntalith.ai/en/blog/ai-training-for-multilingual-shared-services)
- [AI training for PMOs: from project plans to priority discussions 22 Oct 2026](https://syntalith.ai/en/blog/ai-training-for-portfolio-management-offices)
- [AI training for product managers: making sense of customer feedback 22 Oct 2026](https://syntalith.ai/en/blog/ai-training-for-product-managers-analyzing-feedback)
- [AI training for project managers: status updates people can act on 22 Oct 2026](https://syntalith.ai/en/blog/ai-training-for-project-managers-writing-status-reports)
- [AI training for property teams: writing useful resident replies 22 Oct 2026](https://syntalith.ai/en/blog/ai-training-for-property-management-teams)
- [AI training for proposal teams: from RFP to a useful response 22 Oct 2026](https://syntalith.ai/en/blog/ai-training-for-proposal-teams-reviewing-rfps)
- [AI training for quality engineers: writing clear defect descriptions 22 Oct 2026](https://syntalith.ai/en/blog/ai-training-for-quality-engineers-documenting-defects)
- [AI training for shift-based organizations: access for every shift 22 Oct 2026](https://syntalith.ai/en/blog/ai-training-for-shift-based-organizations)
- [AI training for technical documentation teams 22 Oct 2026](https://syntalith.ai/en/blog/ai-training-for-technical-documentation-teams)
- [AI training for service teams: checking answers against manuals 22 Oct 2026](https://syntalith.ai/en/blog/ai-training-for-technical-service-teams)
- [AI training for treasury: from sources to a concise brief 22 Oct 2026](https://syntalith.ai/en/blog/ai-training-for-treasury-research-teams)
- [How to assess AI skills before and after training 22 Oct 2026](https://syntalith.ai/en/blog/how-to-assess-ai-skills-before-and-after-training)
- [How to train internal AI champions 22 Oct 2026](https://syntalith.ai/en/blog/how-to-train-internal-ai-champions)
- [AI training for FP&A: writing variance commentary 22 Oct 2026](https://syntalith.ai/en/blog/ai-training-for-fp-a-variance-commentary)
- [AI training for IT support: clear replies and ticket notes 22 Oct 2026](https://syntalith.ai/en/blog/ai-training-for-internal-it-support-teams)
- [AI training for manufacturing shift supervisors 22 Oct 2026](https://syntalith.ai/en/blog/ai-training-for-manufacturing-shift-supervisors)
- [Increase AI adoption after buying licenses 22 Oct 2026](https://syntalith.ai/en/blog/increase-ai-adoption-after-buying-licenses)
- [AI training for executive assistants: meetings and correspondence 22 Oct 2026](https://syntalith.ai/en/blog/ai-training-for-executive-assistants-2026)
- [How to choose an AI training provider for your team 22 Oct 2026](https://syntalith.ai/en/blog/how-to-choose-an-ai-training-provider-2026)
- [Individual or team AI training? How to choose 22 Oct 2026](https://syntalith.ai/en/blog/one-to-one-ai-training-vs-group-course-2026)
- [AI Act Article 4: training and AI literacy 22 Oct 2026](https://syntalith.ai/en/blog/ai-act-article-4-literacy-training-companies-2026)
- [AI agent courses in Poland: which program fits? 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-courses-training-poland-2026)
- [Rolling out ChatGPT Business: a practical team plan 21 Oct 2026](https://syntalith.ai/en/blog/chatgpt-business-rollout-for-a-company)
- [AI training for maintenance teams: records, work orders, and handovers 21 Oct 2026](https://syntalith.ai/en/blog/ai-training-for-maintenance-planning-teams)
- [AI training for procurement: from requirements to bid comparisons 21 Oct 2026](https://syntalith.ai/en/blog/ai-training-for-procurement-bid-comparisons)
- [AI training for customer service: replies and handoffs 21 Oct 2026](https://syntalith.ai/en/blog/ai-training-for-customer-service-2026)
- [AI training for lawyers: from documents to useful briefing notes 21 Oct 2026](https://syntalith.ai/en/blog/ai-training-for-lawyers-program-2026)
- [AI training for accountants: working with documents and data 21 Oct 2026](https://syntalith.ai/en/blog/ai-training-for-accountants-2026)
- [AI training for executives: from a proposal to a pilot decision 21 Oct 2026](https://syntalith.ai/en/blog/ai-training-for-executives-managers-2026)
- [AI training for HR: job ads and everyday communication 21 Oct 2026](https://syntalith.ai/en/blog/ai-training-for-hr-teams-2026)
- [AI training for marketing: from brief to campaign content 21 Oct 2026](https://syntalith.ai/en/blog/ai-training-for-marketing-teams-2026)
- [AI training for sales teams: preparation, conversations, and follow-up 21 Oct 2026](https://syntalith.ai/en/blog/ai-training-for-sales-teams-2026)

## AI agents 61 articles

- [Best AI implementation companies in Poland (2026) 22 Oct 2026](https://syntalith.ai/en/blog/best-ai-implementation-companies-poland-2026)
- [A2A (Agent2Agent): what it is and when a company needs it 22 Oct 2026](https://syntalith.ai/en/blog/a2a-agent2agent-protocol-explained)
- [MCP, A2A, UCP, ACP and AP2: AI agent protocols compared 22 Oct 2026](https://syntalith.ai/en/blog/mcp-a2a-ucp-acp-ap2-agent-protocols-compared)
- [How to assess an AI supplier during an agent demo 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-demo-how-to-assess-a-supplier)
- [How to write an AI implementation brief 22 Oct 2026](https://syntalith.ai/en/blog/ai-implementation-brief-request-for-proposal)
- [AI implementation: in-house or external team? 22 Oct 2026](https://syntalith.ai/en/blog/ai-implementation-in-house-or-external-team)

Show older (55)

- [AI implementation: fixed price or time and materials? 22 Oct 2026](https://syntalith.ai/en/blog/ai-project-fixed-price-or-time-and-materials)
- [Changing an AI supplier: preparing a project takeover 22 Oct 2026](https://syntalith.ai/en/blog/changing-ai-supplier-project-takeover)
- [AI implementation: from planning to production 22 Oct 2026](https://syntalith.ai/en/blog/comprehensive-ai-implementation-for-business)
- [How to check an AI company's projects and references 22 Oct 2026](https://syntalith.ai/en/blog/how-to-check-ai-company-references)
- [Buying a paid AI pilot before full implementation 22 Oct 2026](https://syntalith.ai/en/blog/paid-ai-pilot-scope-before-implementation)
- [Syntalith or 10Clouds for AI agent implementation? 22 Oct 2026](https://syntalith.ai/en/blog/syntalith-vs-10clouds-ai-agents)
- [Syntalith vs AI Hero vs Neoteric: AI implementation offers 22 Oct 2026](https://syntalith.ai/en/blog/syntalith-vs-ai-hero-vs-neoteric)
- [Syntalith or deepsense.ai: defining the AI project 22 Oct 2026](https://syntalith.ai/en/blog/syntalith-vs-deepsense-ai-delivery)
- [AI for an operational branch opening review 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-for-branch-opening-readiness)
- [AI for reviewing a partner’s support needs 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-for-channel-partner-requests)
- [AI for custom parts quote preparation 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-for-custom-parts-quote-preparation)
- [AI for fleet repair coordination 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-for-fleet-repair-coordination)
- [AI for preparing a plant shift handover 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-for-operational-shift-handover-preparation)
- [AI for coordinating product recall replies 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-for-product-recall-coordination)
- [AI agents for sales-to-delivery handoffs 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-for-sales-to-delivery-handoffs)
- [AI for service subscription scope changes 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-for-service-subscription-scope-changes)
- [AI for spotting recurring supplier issues 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-for-supplier-corrective-action-follow-ups)
- [AI for reviewing supplier term changes 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-for-supplier-terms-change-assessment)
- [AI for customer follow-up after a release 22 Oct 2026](https://syntalith.ai/en/blog/ai-for-customer-follow-up-after-a-release)
- [AI for following up on campaign execution 22 Oct 2026](https://syntalith.ai/en/blog/ai-for-following-up-on-campaign-execution)
- [AI for planned maintenance communications 22 Oct 2026](https://syntalith.ai/en/blog/ai-for-planned-maintenance-communications)
- [AI for preparing a lost-deal review 22 Oct 2026](https://syntalith.ai/en/blog/ai-for-preparing-a-lost-deal-review)
- [AI for preparing a post-incident review 22 Oct 2026](https://syntalith.ai/en/blog/ai-for-preparing-a-post-incident-review)
- [AI agents for audit evidence collection 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-for-audit-evidence-collection)
- [AI agents for corporate travel booking changes 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-for-b2b-booking-changes)
- [AI agents for branch reporting follow-ups 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-for-branch-reporting-clarification)
- [AI agents for following up on document review comments 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-for-closing-project-documentation-gaps)
- [AI for commercial property damage documents 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-for-commercial-property-incident-coordination)
- [AI agents for customer contract renewal preparation 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-for-customer-contract-renewal-preparation)
- [AI agents for reviewing customer requirement changes 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-for-customer-requirement-change-reviews)
- [AI agents for customer security questionnaires 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-for-customer-security-questionnaires)
- [AI for customs document coordination 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-for-customs-document-coordination)
- [AI agents for following up on delayed B2B deliveries 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-for-delayed-b2b-delivery-escalation)
- [AI agents for disputed invoice follow-ups 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-for-disputed-receivables-preparation)
- [AI before confirming an equipment inspection 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-for-equipment-inspection-scheduling)
- [AI for installation application documents 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-for-installation-application-coordination)
- [AI for investment committee preparation 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-for-investment-committee-preparation)
- [AI agents for investigating invoice discrepancies 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-for-invoice-dispute-investigation)
- [AI agents for clinic document follow-up 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-for-medical-administration-completeness-checks)
- [AI agents for post-inspection service proposals 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-for-post-inspection-service-proposals)
- [AI agents for preparing procurement waiver requests 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-for-procurement-waiver-requests)
- [AI for SaaS customer acceptance follow-ups 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-for-saas-customer-onboarding-readiness)
- [AI agents for spare parts availability requests 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-for-spare-parts-availability-requests)
- [AI agents for clarifying product data with suppliers 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-for-supplier-product-data-clarification)
- [AI agents for coordinating technical bid clarifications 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-for-tender-clarification-coordination)
- [AI agents for warranty service coordination 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-for-warranty-service-coordination)
- [AI Agent for Purchase Order Exceptions 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-for-purchase-order-exceptions)
- [An AI agent for supplier onboarding documents 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-for-supplier-onboarding-documents)
- [AI Agent Handover: Test Before Acceptance 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-handover-testing-before-acceptance)
- [AI agents for wholesale RFQ clarification 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-wholesale-rfq-clarification)
- [Buying an AI agent with explicit decision authority 22 Oct 2026](https://syntalith.ai/en/blog/buying-an-ai-agent-with-explicit-decision-authority)
- [How long does AI agent implementation take? 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-implementation-step-by-step-2026)
- [How much does an AI agent cost? From €3,000 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-implementation-cost-pricing-poland-2026)
- [How to choose an AI implementation partner 22 Oct 2026](https://syntalith.ai/en/blog/how-to-choose-ai-implementation-agency-2026)
- [AI Agent for Employee Onboarding: Owned Coordination 21 Oct 2026](https://syntalith.ai/en/blog/ai-agent-employee-onboarding-automation-2026)

## AI automation 60 articles

- [Shopping in ChatGPT: how a store can appear in recommendations 22 Oct 2026](https://syntalith.ai/en/blog/shopping-in-chatgpt-product-feed-acp)
- [UCP (Universal Commerce Protocol): what it is and when it applies to a store in the EU 22 Oct 2026](https://syntalith.ai/en/blog/ucp-universal-commerce-protocol-explained)
- [AI in team tools: plan and cost 22 Oct 2026](https://syntalith.ai/en/blog/ai-in-team-tools-integration-plan-and-cost)
- [AI notes: the cost of a tool and an integration 22 Oct 2026](https://syntalith.ai/en/blog/ai-meeting-notes-cost-tool-or-integration)
- [Counterparty verification: the cost of automation 22 Oct 2026](https://syntalith.ai/en/blog/counterparty-verification-automation-cost)
- [How much does KSeF automation cost a company? 22 Oct 2026](https://syntalith.ai/en/blog/ksef-automation-cost)

Show older (54)

- [Optima: KSeF, OCR or a custom automation? 22 Oct 2026](https://syntalith.ai/en/blog/optima-ksef-ocr-or-custom-automation)
- [SAP and AI: how to price the first integration 22 Oct 2026](https://syntalith.ai/en/blog/sap-and-ai-pricing-the-first-integration)
- [Orders from email in inventory software: import and cost 22 Oct 2026](https://syntalith.ai/en/blog/wapro-mag-and-ai-order-import-cost)
- [Automation in sales and inventory software: the vendor's module or your own integration 22 Oct 2026](https://syntalith.ai/en/blog/insert-nexo-automation-cost)
- [An n8n agency or an AI development company? 22 Oct 2026](https://syntalith.ai/en/blog/n8n-agency-or-ai-development-company)
- [Automating cloud cost ownership reports 22 Oct 2026](https://syntalith.ai/en/blog/automating-cloud-cost-ownership-reports)
- [Automating cold-chain exception administration 22 Oct 2026](https://syntalith.ai/en/blog/automating-cold-chain-exception-administration)
- [Automating contract review scheduling 22 Oct 2026](https://syntalith.ai/en/blog/automating-contract-review-scheduling)
- [Automating controlled procedure distribution 22 Oct 2026](https://syntalith.ai/en/blog/automating-controlled-procedure-distribution)
- [Your customer moved warehouses. Where will the next delivery go? 22 Oct 2026](https://syntalith.ai/en/blog/automating-customer-location-data-updates)
- [Automating data quality follow-up: who will fix the record? 22 Oct 2026](https://syntalith.ai/en/blog/automating-data-quality-issue-assignment)
- [Automating proposal attachment validation 22 Oct 2026](https://syntalith.ai/en/blog/automating-proposal-attachment-validation)
- [Automating purchasing limit checks 22 Oct 2026](https://syntalith.ai/en/blog/automating-purchasing-limit-checks)
- [Automating receipt matching for company cards 22 Oct 2026](https://syntalith.ai/en/blog/automating-receipt-matching-for-company-cards)
- [Automating reviews before retiring a data feed 22 Oct 2026](https://syntalith.ai/en/blog/automating-reviews-before-retiring-a-data-feed)
- [Automating service account profitability reports 22 Oct 2026](https://syntalith.ai/en/blog/automating-service-account-profitability-reports)
- [Automating software license utilization reporting 22 Oct 2026](https://syntalith.ai/en/blog/automating-software-license-utilization-reporting)
- [Automating supplier bank detail change reviews 22 Oct 2026](https://syntalith.ai/en/blog/automating-supplier-bank-detail-change-reviews)
- [Calculating exception-handling costs in automation 22 Oct 2026](https://syntalith.ai/en/blog/calculating-exception-handling-costs-in-automation)
- [When a systems integration solves the problem without AI 22 Oct 2026](https://syntalith.ai/en/blog/when-a-systems-integration-solves-the-problem-without-ai)
- [Getting the right signed acceptance form to billing 22 Oct 2026](https://syntalith.ai/en/blog/automating-acceptance-certificate-workflows)
- [Contractor onboarding: which project, and for how long? 22 Oct 2026](https://syntalith.ai/en/blog/automating-contractor-onboarding)
- [An SLA report you can explain to the customer 22 Oct 2026](https://syntalith.ai/en/blog/automating-customer-sla-reporting)
- [The same delivery date in ERP, CRM, and the portal 22 Oct 2026](https://syntalith.ai/en/blog/automating-delivery-date-synchronization)
- [Does this supplier already have a record? 22 Oct 2026](https://syntalith.ai/en/blog/automating-duplicate-supplier-record-detection)
- [An employee changes departments. What is still open? 22 Oct 2026](https://syntalith.ai/en/blog/automating-employee-transfer-workflows)
- [The document is expiring. Who is following up? 22 Oct 2026](https://syntalith.ai/en/blog/automating-expiring-business-document-tracking)
- [Preparing a service bill: which parts were actually used? 22 Oct 2026](https://syntalith.ai/en/blog/automating-field-service-billing-preparation)
- [Automating document collection for financing applications 22 Oct 2026](https://syntalith.ai/en/blog/automating-financing-application-completeness-checks)
- [Franchise reporting without rebuilding every file 22 Oct 2026](https://syntalith.ai/en/blog/automating-franchise-reporting-intake)
- [An extra freight charge: what was agreed? 22 Oct 2026](https://syntalith.ai/en/blog/automating-freight-charge-reconciliation)
- [The intercompany order was sent. What came back? 22 Oct 2026](https://syntalith.ai/en/blog/automating-intercompany-order-handoffs)
- [Why an eBay payout differs from your order total 22 Oct 2026](https://syntalith.ai/en/blog/automating-marketplace-settlement-reconciliation)
- [Part of the order arrived. Where is the rest? 22 Oct 2026](https://syntalith.ai/en/blog/automating-missing-delivery-reporting)
- [ERP migration: which customer gets the open order? 22 Oct 2026](https://syntalith.ai/en/blog/automating-pre-migration-erp-data-checks)
- [One stoppage, two entries in the production report 22 Oct 2026](https://syntalith.ai/en/blog/automating-production-downtime-reporting)
- [The project is delivered. What still needs closing? 22 Oct 2026](https://syntalith.ai/en/blog/automating-professional-services-project-closure)
- [What changed in the supplier's acknowledgment? 22 Oct 2026](https://syntalith.ai/en/blog/automating-purchase-order-acknowledgment-checks)
- [Sending a quality certificate: is it for this batch? 22 Oct 2026](https://syntalith.ai/en/blog/automating-quality-certificate-delivery)
- [Sales commission reconciliation: why the difference? 22 Oct 2026](https://syntalith.ai/en/blog/automating-sales-commission-reconciliation)
- [One subscription, several departments: dividing the cost 22 Oct 2026](https://syntalith.ai/en/blog/automating-software-subscription-cost-allocation)
- [Transfer shipped. Why is there no receipt record? 22 Oct 2026](https://syntalith.ai/en/blog/automating-warehouse-exception-reporting)
- [The technician's availability changed. The planner missed it. 22 Oct 2026](https://syntalith.ai/en/blog/automating-workforce-availability-collection)
- [Automating order-level margin reports 22 Oct 2026](https://syntalith.ai/en/blog/automating-order-level-margin-reports)
- [Catch product data errors before a Merchant Center upload 22 Oct 2026](https://syntalith.ai/en/blog/automating-product-data-completeness-checks)
- [Automating supplier price list checks 22 Oct 2026](https://syntalith.ai/en/blog/automating-supplier-price-list-checks)
- [Automating supplier rebate reconciliation 22 Oct 2026](https://syntalith.ai/en/blog/automating-supplier-rebate-reconciliation)
- [Supplier statement reconciliation automation 22 Oct 2026](https://syntalith.ai/en/blog/supplier-statement-reconciliation-automation)
- [AI Act Article 10: what to ask about training and testing data 21 Oct 2026](https://syntalith.ai/en/blog/ai-act-article-10-data-governance)
- [AI Act Article 5: review the proposed feature before buying 21 Oct 2026](https://syntalith.ai/en/blog/ai-act-article-5-prohibited-practices)
- [AI Act Article 50: what a chatbot disclosure needs to explain 21 Oct 2026](https://syntalith.ai/en/blog/ai-act-article-50-chatbot-transparency)
- [AI Act Article 6 and Annex III: describe the use before classifying it 21 Oct 2026](https://syntalith.ai/en/blog/ai-act-article-6-annex-iii)
- [AI Act after August 2026: turn the current timeline into a project plan 21 Oct 2026](https://syntalith.ai/en/blog/ai-act-august-2026-implementation-timeline)
- [AI Act provider vs deployer: map the role before building 21 Oct 2026](https://syntalith.ai/en/blog/ai-act-provider-vs-deployer)

## Company knowledge base 44 articles

- [Learning from completed project archives 22 Oct 2026](https://syntalith.ai/en/blog/ai-knowledge-base-for-closed-project-archives)
- [What does this company metric mean? 22 Oct 2026](https://syntalith.ai/en/blog/ai-knowledge-base-for-company-metric-definitions)
- [What did customers say in product research? 22 Oct 2026](https://syntalith.ai/en/blog/ai-knowledge-base-for-customer-product-research)
- [Revisiting employee survey action plans 22 Oct 2026](https://syntalith.ai/en/blog/ai-knowledge-base-for-employee-survey-reports)
- [AI knowledge base for seasonal operations 22 Oct 2026](https://syntalith.ai/en/blog/ai-knowledge-base-for-seasonal-operating-procedures)
- [Finding services across a group of companies 22 Oct 2026](https://syntalith.ai/en/blog/ai-knowledge-base-for-services-across-group-companies)

Show older (38)

- [AI answers from manual photos and tables 22 Oct 2026](https://syntalith.ai/en/blog/ai-knowledge-retrieval-from-visual-manuals-and-tables)
- [AI knowledge sources after their author leaves 22 Oct 2026](https://syntalith.ai/en/blog/ai-knowledge-sources-after-their-author-leaves)
- [Buying Company Brain with an exit plan 22 Oct 2026](https://syntalith.ai/en/blog/buying-company-brain-with-an-exit-plan)
- [Help partners find material for a sales meeting 22 Oct 2026](https://syntalith.ai/en/blog/company-brain-for-partner-sales-materials)
- [AI help where employees complete their work 22 Oct 2026](https://syntalith.ai/en/blog/company-brain-help-inside-employee-workflows)
- [Does the source support your AI's answer? 22 Oct 2026](https://syntalith.ai/en/blog/evaluating-citations-in-company-brain-answers)
- [Can employees use the assistant’s answer? 22 Oct 2026](https://syntalith.ai/en/blog/evaluating-company-brain-on-employee-questions)
- [Budgeting for Company Brain content upkeep 22 Oct 2026](https://syntalith.ai/en/blog/the-cost-of-keeping-company-brain-knowledge-current)
- [Unanswered questions: what knowledge to add 22 Oct 2026](https://syntalith.ai/en/blog/unanswered-questions-what-knowledge-to-add)
- [An AI knowledge base after a business acquisition 22 Oct 2026](https://syntalith.ai/en/blog/ai-knowledge-base-after-a-business-acquisition)
- [An AI knowledge base for audit methodology 22 Oct 2026](https://syntalith.ai/en/blog/ai-knowledge-base-for-audit-methodology)
- [An AI knowledge base for contract logistics 22 Oct 2026](https://syntalith.ai/en/blog/ai-knowledge-base-for-contract-logistics)
- [An AI knowledge base for factory quality teams 22 Oct 2026](https://syntalith.ai/en/blog/ai-knowledge-base-for-factory-quality-teams)
- [An AI knowledge base for insurance broker operations 22 Oct 2026](https://syntalith.ai/en/blog/ai-knowledge-base-for-insurance-broker-operations)
- [An AI knowledge base for multi-site retailers 22 Oct 2026](https://syntalith.ai/en/blog/ai-knowledge-base-for-multi-site-retailers)
- [A branch manager's first review of results 22 Oct 2026](https://syntalith.ai/en/blog/ai-knowledge-base-for-new-branch-managers)
- [An AI knowledge base for residential developers 22 Oct 2026](https://syntalith.ai/en/blog/ai-knowledge-base-for-residential-developer-teams)
- [An AI knowledge base for shared service centers 22 Oct 2026](https://syntalith.ai/en/blog/ai-knowledge-base-for-shared-service-centers)
- [An AI knowledge base for technical procurement 22 Oct 2026](https://syntalith.ai/en/blog/ai-knowledge-base-for-technical-procurement)
- [AI knowledge base with customer-specific access 22 Oct 2026](https://syntalith.ai/en/blog/ai-knowledge-base-with-customer-specific-access)
- [Company Brain access after a role change 22 Oct 2026](https://syntalith.ai/en/blog/company-brain-access-after-employee-role-changes)
- [Company Brain for B2B product support 22 Oct 2026](https://syntalith.ai/en/blog/company-brain-for-b2b-product-support)
- [Company Brain for Polish and English teams 22 Oct 2026](https://syntalith.ai/en/blog/company-brain-for-bilingual-business-knowledge)
- [Company Brain for commercial property portfolios 22 Oct 2026](https://syntalith.ai/en/blog/company-brain-for-commercial-property-portfolios)
- [Company Brain for contract obligation lookup 22 Oct 2026](https://syntalith.ai/en/blog/company-brain-for-contract-obligation-lookup)
- [Company Brain for engineering design consultancies 22 Oct 2026](https://syntalith.ai/en/blog/company-brain-for-engineering-design-consultancies)
- [Company Brain for ERP handover to support 22 Oct 2026](https://syntalith.ai/en/blog/company-brain-for-erp-implementation-teams)
- [An expert is leaving. Keep their know-how 22 Oct 2026](https://syntalith.ai/en/blog/company-brain-for-expert-knowledge-transfer)
- [Company Brain for export operations 22 Oct 2026](https://syntalith.ai/en/blog/company-brain-for-export-operations)
- [Company Brain for healthcare administration 22 Oct 2026](https://syntalith.ai/en/blog/company-brain-for-healthcare-administration)
- [Company Brain for machinery after-sales support 22 Oct 2026](https://syntalith.ai/en/blog/company-brain-for-machinery-after-sales-support)
- [Company Brain for consulting teams 22 Oct 2026](https://syntalith.ai/en/blog/company-brain-for-professional-services-delivery)
- [AI Knowledge Base for Franchise Operations 22 Oct 2026](https://syntalith.ai/en/blog/ai-knowledge-base-for-franchise-operations)
- [An AI knowledge base for a law firm: who can see what? 22 Oct 2026](https://syntalith.ai/en/blog/ai-knowledge-base-for-law-firm-matter-access)
- [Company brain AI for industrial proposals 22 Oct 2026](https://syntalith.ai/en/blog/company-brain-for-industrial-proposal-knowledge)
- [Company brain AI for multi-brand equipment service 22 Oct 2026](https://syntalith.ai/en/blog/company-brain-for-multi-brand-technical-service)
- [Company Brain for maintenance procedures 22 Oct 2026](https://syntalith.ai/en/blog/company-brain-maintenance-procedures)
- [What goes into the cost of a business document assistant? 22 Oct 2026](https://syntalith.ai/en/blog/how-much-does-a-business-ai-assistant-cost-poland-2026)

## Custom models 45 articles

- [Fine-tuning, RAG or training your own model? 22 Oct 2026](https://syntalith.ai/en/blog/fine-tuning-rag-training-on-company-data)
- [Jev 1.13 for business classification and routing 22 Oct 2026](https://syntalith.ai/en/blog/jev-business-classification-routing)
- [Local Jev 1.13 alternatives: Kev and TinyJev 22 Oct 2026](https://syntalith.ai/en/blog/jev-locally-kev-tinyjev-custom-models)
- [A model for ranking catalog search results 22 Oct 2026](https://syntalith.ai/en/blog/ai-model-for-catalog-search-ranking)
- [Accepting a customized model for team use 22 Oct 2026](https://syntalith.ai/en/blog/buying-fine-tuning-with-measurable-acceptance-criteria)
- [Custom or general model: compare the work your team actually does 22 Oct 2026](https://syntalith.ai/en/blog/comparing-a-custom-model-with-a-general-model)

Show older (39)

- [Custom AI models for rare operational events 22 Oct 2026](https://syntalith.ai/en/blog/custom-ai-models-for-rare-operational-events)
- [Training material: who approves its use? 22 Oct 2026](https://syntalith.ai/en/blog/custom-models-and-rights-to-training-data)
- [Business address quality: when is validation enough, and when should you assess AI? 22 Oct 2026](https://syntalith.ai/en/blog/custom-models-for-business-address-quality)
- [Is your company's archive ready for fine-tuning? 22 Oct 2026](https://syntalith.ai/en/blog/does-your-company-have-enough-examples-for-fine-tuning)
- [Should employee corrections train the next model? 22 Oct 2026](https://syntalith.ai/en/blog/employee-corrections-and-the-next-ai-model)
- [Fine-tuning or RAG: what will improve product answers? 22 Oct 2026](https://syntalith.ai/en/blog/fine-tuning-or-rag-for-changing-product-information)
- [Fine-tuning when the base model provider changes 22 Oct 2026](https://syntalith.ai/en/blog/fine-tuning-when-the-base-model-provider-changes)
- [The process changed. Does the model need retraining? 22 Oct 2026](https://syntalith.ai/en/blog/maintaining-a-fine-tuned-model-when-processes-change)
- [Assessing the business cost of custom model errors 22 Oct 2026](https://syntalith.ai/en/blog/pricing-the-consequences-of-custom-model-errors)
- [Training a model from scratch or adapting an existing one 22 Oct 2026](https://syntalith.ai/en/blog/training-a-model-from-scratch-or-adapting-an-existing-one)
- [Does choosing a category require a text-generating model? 22 Oct 2026](https://syntalith.ai/en/blog/when-a-small-classifier-is-enough-instead-of-an-llm)
- [Does your Polish contact center need a custom model? 22 Oct 2026](https://syntalith.ai/en/blog/custom-intent-models-for-polish-contact-centers)
- [What a single sentiment score misses in product feedback 22 Oct 2026](https://syntalith.ai/en/blog/custom-models-for-b2b-product-feedback-analysis)
- [AI for catalog data: product width or package width? 22 Oct 2026](https://syntalith.ai/en/blog/custom-models-for-catalog-attribute-normalization)
- [AI for duplicate case detection: is it the same incident? 22 Oct 2026](https://syntalith.ai/en/blog/custom-models-for-duplicate-case-detection)
- [Matching work descriptions to your estimating catalog 22 Oct 2026](https://syntalith.ai/en/blog/custom-models-for-estimate-line-item-classification)
- [Does the field report explain what was checked? 22 Oct 2026](https://syntalith.ai/en/blog/custom-models-for-field-report-completeness)
- [Handwritten forms in your system: when to customize an AI model 22 Oct 2026](https://syntalith.ai/en/blog/custom-models-for-handwritten-form-extraction)
- [How AI can help assess IT ticket priority 22 Oct 2026](https://syntalith.ai/en/blog/custom-models-for-infrastructure-ticket-prioritization)
- [One PDF, several documents: how AI can identify them 22 Oct 2026](https://syntalith.ai/en/blog/custom-models-for-legal-document-classification)
- [The same code on different machines: building a useful report 22 Oct 2026](https://syntalith.ai/en/blog/custom-models-for-machine-fault-message-classification)
- [Finding documented project experience inside your company 22 Oct 2026](https://syntalith.ai/en/blog/custom-models-for-project-skills-matching)
- [AI for service documentation: which attachments are needed? 22 Oct 2026](https://syntalith.ai/en/blog/custom-models-for-service-documentation-gaps)
- [Matching supplier products to your internal catalog 22 Oct 2026](https://syntalith.ai/en/blog/custom-models-for-supplier-product-matching)
- [AI quote extraction: keeping the full delivery term 22 Oct 2026](https://syntalith.ai/en/blog/custom-models-for-supplier-quote-extraction)
- [AI has the answer. Does it sound like your company? 22 Oct 2026](https://syntalith.ai/en/blog/fine-tuning-for-a-consistent-business-writing-style)
- [Does your AI need construction terminology training? 22 Oct 2026](https://syntalith.ai/en/blog/fine-tuning-for-construction-terminology)
- [Contract changes: when to customize a model to categorize them 22 Oct 2026](https://syntalith.ai/en/blog/fine-tuning-for-contract-change-categorization)
- [Two addresses on an insurance form: can AI tell them apart? 22 Oct 2026](https://syntalith.ai/en/blog/fine-tuning-for-insurance-form-extraction)
- [Making maintenance notes useful for repeat-event reports 22 Oct 2026](https://syntalith.ai/en/blog/fine-tuning-for-maintenance-event-classification)
- [Polish and English in one note: will AI preserve the meaning? 22 Oct 2026](https://syntalith.ai/en/blog/fine-tuning-for-mixed-polish-and-english-business-text)
- [AI for RFP questions that need more than one contributor 22 Oct 2026](https://syntalith.ai/en/blog/fine-tuning-for-rfp-question-classification)
- [Service call summaries: what happened, and what was only agreed? 22 Oct 2026](https://syntalith.ai/en/blog/fine-tuning-for-service-call-summaries)
- [When should you fine-tune AI to group complaints? 22 Oct 2026](https://syntalith.ai/en/blog/fine-tuning-for-warranty-complaint-classification)
- [Custom AI models for spare part identification 22 Oct 2026](https://syntalith.ai/en/blog/custom-ai-models-for-spare-part-identification)
- [Custom models for procurement spend classification 22 Oct 2026](https://syntalith.ai/en/blog/custom-models-for-spend-classification)
- [Custom vision models: are your defect photos enough? 22 Oct 2026](https://syntalith.ai/en/blog/custom-vision-models-for-defect-inspection)
- [Fine-Tuning for Freight Document Extraction 22 Oct 2026](https://syntalith.ai/en/blog/fine-tuning-for-freight-document-extraction)
- [Fine-tuning for support ticket routing 22 Oct 2026](https://syntalith.ai/en/blog/fine-tuning-support-ticket-routing)

## Local models 69 articles

- [A DPA with OpenAI is not enough. ZDR, MAM and the EU region in the API 27 Oct 2026](https://syntalith.ai/en/blog/openai-api-dpa-zdr-mam-eu-region)
- [AI in manufacturing and trade secrets: what a local model does not solve 22 Oct 2026](https://syntalith.ai/en/blog/ai-in-manufacturing-and-trade-secrets)
- [How to evaluate an LLM before deployment 22 Oct 2026](https://syntalith.ai/en/blog/evaluate-private-llm-before-deployment)
- [TypeSafe Jev 1.13: a model for application decisions 22 Oct 2026](https://syntalith.ai/en/blog/jev-typesafe-decision-model-explained)
- [Local LLM on your computer: where to start 22 Oct 2026](https://syntalith.ai/en/blog/local-llm-computer-setup-help)
- [Local LLM or OpenAI, Claude and Gemini? 22 Oct 2026](https://syntalith.ai/en/blog/local-llm-or-openai-claude-gemini)

Show older (63)

- [Qwen, DeepSeek, Kimi and GLM: what to self-host? 22 Oct 2026](https://syntalith.ai/en/blog/open-weight-models-qwen-deepseek-kimi-glm-2026)
- [What does a private LLM really cost? 22 Oct 2026](https://syntalith.ai/en/blog/private-llm-cost-api-or-own-server)
- [Private LLMs: data, EU hosting and on-premise 22 Oct 2026](https://syntalith.ai/en/blog/private-llm-data-eu-hosting-on-premise)
- [Taking work history out of a private AI application 22 Oct 2026](https://syntalith.ai/en/blog/exporting-history-from-private-ai)
- [Local AI captions for internal company videos 22 Oct 2026](https://syntalith.ai/en/blog/local-ai-captions-for-company-videos)
- [Local AI for reviewing clinic administrative questions 22 Oct 2026](https://syntalith.ai/en/blog/local-ai-for-de-identified-healthcare-administration-data)
- [Local AI for document batches 22 Oct 2026](https://syntalith.ai/en/blog/local-ai-for-document-batches)
- [Local AI table extraction: the review work that remains 22 Oct 2026](https://syntalith.ai/en/blog/local-ai-for-document-table-extraction)
- [Private AI across group companies: shared service or separate environments 22 Oct 2026](https://syntalith.ai/en/blog/local-ai-for-multiple-companies-on-shared-infrastructure)
- [Local AI for preparing a text copy to share externally 22 Oct 2026](https://syntalith.ai/en/blog/local-ai-for-preparing-text-to-share)
- [Local AI search for company presentation slides 22 Oct 2026](https://syntalith.ai/en/blog/local-ai-search-for-company-slides)
- [Who will maintain local AI when IT is already stretched? 22 Oct 2026](https://syntalith.ai/en/blog/local-ai-when-the-company-has-no-gpu-operations-team)
- [Local document search across languages 22 Oct 2026](https://syntalith.ai/en/blog/local-document-search-across-languages)
- [A downloadable model: what to review before deployment 22 Oct 2026](https://syntalith.ai/en/blog/local-model-licensing-for-business-deployment)
- [Private AI for reviewing an email archive 22 Oct 2026](https://syntalith.ai/en/blog/private-ai-for-email-archive-review)
- [Private image search using content descriptions 22 Oct 2026](https://syntalith.ai/en/blog/private-image-search-by-description)
- [What staff recover after a private AI outage 22 Oct 2026](https://syntalith.ai/en/blog/recovering-work-after-private-ai-outage)
- [Which private AI models should the company keep? 22 Oct 2026](https://syntalith.ai/en/blog/reviewing-private-ai-model-usage)
- [Local AI for preparing board materials 22 Oct 2026](https://syntalith.ai/en/blog/local-ai-for-board-materials)
- [Local AI for building systems project documents 22 Oct 2026](https://syntalith.ai/en/blog/local-ai-for-building-systems-engineering)
- [Local AI to prepare an equipment failure review 22 Oct 2026](https://syntalith.ai/en/blog/local-ai-for-equipment-failure-report-analysis)
- [Local AI for factory manuals without internet 22 Oct 2026](https://syntalith.ai/en/blog/local-ai-for-factory-manuals-without-internet-access)
- [Local AI for manufacturer warranty documents 22 Oct 2026](https://syntalith.ai/en/blog/local-ai-for-manufacturer-warranty-documents)
- [Local AI for document review before a process change 22 Oct 2026](https://syntalith.ai/en/blog/local-ai-for-manufacturing-process-documentation)
- [Local AI for confidential client projects 22 Oct 2026](https://syntalith.ai/en/blog/local-ai-for-nda-bound-client-projects)
- [Local AI for finding approved formula revisions 22 Oct 2026](https://syntalith.ai/en/blog/local-ai-for-proprietary-manufacturing-formulations)
- [Local AI for drafting field reports offline 22 Oct 2026](https://syntalith.ai/en/blog/local-ai-for-sensitive-infrastructure-reporting)
- [Local AI for technical translation agencies 22 Oct 2026](https://syntalith.ai/en/blog/local-ai-for-technical-translation-agencies)
- [Local AI for Polish technical descriptions 22 Oct 2026](https://syntalith.ai/en/blog/local-models-for-polish-technical-descriptions)
- [Local models for service note analysis 22 Oct 2026](https://syntalith.ai/en/blog/local-models-for-service-note-analysis)
- [Local transcription for confidential meetings 22 Oct 2026](https://syntalith.ai/en/blog/local-transcription-models-for-confidential-meetings)
- [Private AI: checking client requirements 22 Oct 2026](https://syntalith.ai/en/blog/private-ai-across-client-jurisdictions)
- [Private AI for PMO portfolio summaries 22 Oct 2026](https://syntalith.ai/en/blog/private-ai-for-confidential-project-portfolios)
- [Private AI for M&A diligence documents 22 Oct 2026](https://syntalith.ai/en/blog/private-ai-for-m-a-diligence-documents)
- [Private AI for answering payroll questions 22 Oct 2026](https://syntalith.ai/en/blog/private-ai-for-payroll-operations)
- [Private AI for R&D documentation 22 Oct 2026](https://syntalith.ai/en/blog/private-ai-for-r-d-documentation)
- [Local AI for branches with unreliable internet 22 Oct 2026](https://syntalith.ai/en/blog/small-ai-models-for-branches-with-unreliable-connectivity)
- [Small AI models on warehouse handhelds 22 Oct 2026](https://syntalith.ai/en/blog/small-ai-models-for-warehouse-terminals)
- [Local AI for checking form content 22 Oct 2026](https://syntalith.ai/en/blog/small-local-models-for-form-field-validation)
- [Small local AI models for internal ticket routing 22 Oct 2026](https://syntalith.ai/en/blog/small-local-models-for-internal-ticket-routing)
- [Offline catalog search: from a customer's description to a product variant 22 Oct 2026](https://syntalith.ai/en/blog/small-models-for-offline-product-catalog-search)
- [Buying local AI with a test on your documents 22 Oct 2026](https://syntalith.ai/en/blog/buying-local-ai-with-a-test-on-your-documents)
- [Local AI for confidential proposals 22 Oct 2026](https://syntalith.ai/en/blog/local-ai-confidential-proposals)
- [Local AI for law firms: working through a case file 22 Oct 2026](https://syntalith.ai/en/blog/local-ai-for-legal-matter-documents)
- [Local AI on a workstation or a shared server? 22 Oct 2026](https://syntalith.ai/en/blog/local-ai-on-a-workstation-or-a-shared-server)
- [Small Local Models for Accounting Document Classification 22 Oct 2026](https://syntalith.ai/en/blog/small-local-models-for-accounting-document-classification)
- [Claude Code and OpenCode with local Qwen: compatible or supported? 22 Oct 2026](https://syntalith.ai/en/blog/claude-code-and-opencode-with-local-qwen)
- [Codex with local Qwen3.8-27B over the Responses API 22 Oct 2026](https://syntalith.ai/en/blog/codex-with-local-qwen-over-responses-api)
- [Polish company RAG: two studies, two different winners 22 Oct 2026](https://syntalith.ai/en/blog/company-brain-with-qwen3-8-27b)
- [llama.cpp or vLLM for Qwen3.8-27B on an RTX 3090? 22 Oct 2026](https://syntalith.ai/en/blog/llama-cpp-or-vllm-for-qwen3-8)
- [Local Qwen Code: the medium profile from a home test 22 Oct 2026](https://syntalith.ai/en/blog/local-qwen-code-medium-configuration)
- [Local Qwen3.8-27B on RTX 3090: a runbook from the working experiment 22 Oct 2026](https://syntalith.ai/en/blog/local-qwen3-8-27b-deployment-on-rtx-3090)
- [How DFlash2 speeds up Qwen3.8 and shortens context 22 Oct 2026](https://syntalith.ai/en/blog/mtp-dflash2-speculative-decoding-for-qwen)
- [One Qwen, four clients: Qwen Code, Codex, Claude Code, OpenCode 22 Oct 2026](https://syntalith.ai/en/blog/qwen-code-codex-claude-code-opencode-comparison)
- [Qwen Code in practice: CSV, pagination and import 22 Oct 2026](https://syntalith.ai/en/blog/qwen-code-csv-pagination-import-tests)
- [Qwen Code: 26 minutes to a frontend, 48 to acceptance 22 Oct 2026](https://syntalith.ai/en/blog/qwen-code-frontend-failure-and-repair)
- [Qwen3.8-27B: 60k, 120k, 150k or 250k context? 22 Oct 2026](https://syntalith.ai/en/blog/qwen-context-60k-120k-150k-250k)
- [Qwen3.8-27B quantization: Q4, Q5 or W4A16? 22 Oct 2026](https://syntalith.ai/en/blog/qwen-quantization-q4-q5-w4a16)
- [Qwen3.8-27B on an RTX 3090: results, metrics and limits 22 Oct 2026](https://syntalith.ai/en/blog/qwen3-8-27b-on-rtx-3090-results)
- [Qwen3.8, Bielik or PLLuM? A task-based comparison 22 Oct 2026](https://syntalith.ai/en/blog/qwen3-8-vs-bielik-and-pllum)
- [Safe Qwen deployment: threat-model the path from laptop to tool 22 Oct 2026](https://syntalith.ai/en/blog/safe-qwen-deployment-for-a-company)
- [How to use local Qwen remotely from any device 22 Oct 2026](https://syntalith.ai/en/blog/use-local-qwen-remotely-from-any-device)
- [When not to deploy Qwen locally: five results that should stop a project 22 Oct 2026](https://syntalith.ai/en/blog/when-not-to-deploy-qwen-locally)

## Custom software 48 articles

- [A custom ATS with a voicebot: 3–4 hours less work per candidate 22 Oct 2026](https://syntalith.ai/en/blog/custom-ats-with-voicebot-candidate-screening)
- [A voicebot for a staffing agency: almost an hour saved per applicant 22 Oct 2026](https://syntalith.ai/en/blog/voicebot-for-a-staffing-agency-case)
- [An agent-ready company website: what we built on syntalith.ai 22 Oct 2026](https://syntalith.ai/en/blog/agent-ready-company-website-syntalith-example)
- [Syntalith or Netguru for AI in an application? 22 Oct 2026](https://syntalith.ai/en/blog/syntalith-vs-netguru-ai-implementation)
- [Syntalith or Sii for an AI knowledge system? 22 Oct 2026](https://syntalith.ai/en/blog/syntalith-vs-sii-ai-knowledge-system)
- [A SaaS price increase: negotiate, switch or build 22 Oct 2026](https://syntalith.ai/en/blog/a-saas-price-increase-negotiate-switch-or-build)

Show older (42)

- [Buying a SaaS replacement with acceptance and migration terms 22 Oct 2026](https://syntalith.ai/en/blog/buying-a-saas-replacement-with-acceptance-and-migration-terms)
- [A portal for quarterly business reviews 22 Oct 2026](https://syntalith.ai/en/blog/custom-customer-business-review-portals)
- [Custom employee improvement idea software 22 Oct 2026](https://syntalith.ai/en/blog/custom-employee-improvement-idea-software)
- [Engineering decision registers: why did we choose this approach? 22 Oct 2026](https://syntalith.ai/en/blog/custom-engineering-decision-registers)
- [Custom group management reporting portals 22 Oct 2026](https://syntalith.ai/en/blog/custom-group-management-reporting-portals)
- [Custom packaging artwork print release software 22 Oct 2026](https://syntalith.ai/en/blog/custom-packaging-artwork-print-release-software)
- [Equipment for customer trials: a custom workflow? 22 Oct 2026](https://syntalith.ai/en/blog/custom-sales-demo-equipment-workflow)
- [Leaving a SaaS tool without losing data history 22 Oct 2026](https://syntalith.ai/en/blog/leaving-a-saas-tool-without-losing-data-history)
- [Shared services: agree on the work each company can expect 22 Oct 2026](https://syntalith.ai/en/blog/shared-service-center-work-planning-software)
- [Assess software fit before you buy 22 Oct 2026](https://syntalith.ai/en/blog/software-fit-assessment-before-you-buy)
- [When building a custom CRM would be a poor investment 22 Oct 2026](https://syntalith.ai/en/blog/when-building-a-custom-crm-would-be-a-poor-investment)
- [When to retire a custom SaaS extension 22 Oct 2026](https://syntalith.ai/en/blog/when-to-retire-a-custom-saas-extension)
- [Which SaaS workflow should you replace first? 22 Oct 2026](https://syntalith.ai/en/blog/which-saas-workflow-should-you-replace-first)
- [Who maintains custom software after a SaaS replacement? 22 Oct 2026](https://syntalith.ai/en/blog/who-maintains-custom-software-after-a-saas-replacement)
- [IT asset tracking: standard software or custom? 22 Oct 2026](https://syntalith.ai/en/blog/custom-asset-tracking-instead-of-an-oversized-itsm-suite)
- [Custom B2B customer onboarding software 22 Oct 2026](https://syntalith.ai/en/blog/custom-b2b-customer-onboarding-software)
- [B2B returns: what was agreed and what arrived? 22 Oct 2026](https://syntalith.ai/en/blog/custom-b2b-returns-management-software)
- [Tenant portals: what is the service request waiting for? 22 Oct 2026](https://syntalith.ai/en/blog/custom-commercial-tenant-portals)
- [Custom RFI software: from question to official response 22 Oct 2026](https://syntalith.ai/en/blog/custom-construction-rfi-software)
- [Contractor documents: where does the revision go? 22 Oct 2026](https://syntalith.ai/en/blog/custom-contractor-document-verification-software)
- [Custom customer quality document portals 22 Oct 2026](https://syntalith.ai/en/blog/custom-customer-quality-document-portals)
- [Service scheduling: a free technician, a booked kit 22 Oct 2026](https://syntalith.ai/en/blog/custom-equipment-service-scheduling-software)
- [Field audit software: ready-made or custom? 22 Oct 2026](https://syntalith.ai/en/blog/custom-field-audit-software)
- [Custom franchise reporting software 22 Oct 2026](https://syntalith.ai/en/blog/custom-franchise-reporting-software)
- [Customer freight billing: jobs and delivery documents 22 Oct 2026](https://syntalith.ai/en/blog/custom-freight-reconciliation-software)
- [Partner onboarding: who is approved for what? 22 Oct 2026](https://syntalith.ai/en/blog/custom-partner-onboarding-portals)
- [Project approvals: what did the client approve? 22 Oct 2026](https://syntalith.ai/en/blog/custom-project-approval-software)
- [Project change portals: what did the client approve? 22 Oct 2026](https://syntalith.ai/en/blog/custom-project-change-request-portals)
- [Project cost control: one expense in two spreadsheets 22 Oct 2026](https://syntalith.ai/en/blog/custom-project-cost-control-software)
- [Proposal libraries: assemble the right versions 22 Oct 2026](https://syntalith.ai/en/blog/custom-proposal-library-software)
- [Quality complaints: production is finished, the customer is waiting 22 Oct 2026](https://syntalith.ai/en/blog/custom-quality-complaint-software)
- [When is custom sales commission software worth it? 22 Oct 2026](https://syntalith.ai/en/blog/custom-sales-commission-software)
- [SLA rule changes: what goes into the next report? 22 Oct 2026](https://syntalith.ai/en/blog/custom-sla-reporting-software)
- [Custom software for reconciling subcontractor work 22 Oct 2026](https://syntalith.ai/en/blog/custom-subcontractor-work-reconciliation-software)
- [Supplier certificates: which plant is covered? 22 Oct 2026](https://syntalith.ai/en/blog/custom-supplier-certificate-tracking)
- [Supplier product data portals: from file to correction 22 Oct 2026](https://syntalith.ai/en/blog/custom-supplier-product-data-portals)
- [Will a technician's qualification cover the visit? 22 Oct 2026](https://syntalith.ai/en/blog/custom-technician-qualification-tracking)
- [A custom customer portal instead of a CRM add-on 22 Oct 2026](https://syntalith.ai/en/blog/a-custom-customer-portal-instead-of-a-crm-add-on)
- [Purchase approvals: what was approved before the change? 22 Oct 2026](https://syntalith.ai/en/blog/custom-purchase-approvals-instead-of-overlapping-tools)
- [Custom quoting software for technical services 22 Oct 2026](https://syntalith.ai/en/blog/custom-quoting-software-for-technical-services)
- [Custom service request software for partner networks 22 Oct 2026](https://syntalith.ai/en/blog/custom-service-request-software-for-partner-networks)
- [Custom supplier portal or SaaS? 22 Oct 2026](https://syntalith.ai/en/blog/custom-supplier-portal-vs-saas)

## Security 4 articles

- [eMudhra certificate compromise: what to do with servers and images 23 Oct 2026](https://syntalith.ai/en/blog/emudhra-certificate-compromise-what-to-do-2026)
- [GO-2026-6809 (CVE-2026-111943): Go, crypto/x509 and the eMudhra certificates 23 Oct 2026](https://syntalith.ai/en/blog/go-2026-6809-crypto-x509-emudhra-update)
- [Node2Shell (CVE-2026-111497): how to patch Node.js, Next.js and Bun 23 Oct 2026](https://syntalith.ai/en/blog/node2shell-cve-2026-111497-nodejs-brotli-patch)
- [PHP2Shell (CVE-2026-109618, CVE-2026-109619): how to patch PHP 23 Oct 2026](https://syntalith.ai/en/blog/php2shell-cve-2026-109618-109619-patch-php)

## Other 222 articles

- [Claude Duet: what it is and when it will reach Europe 23 Oct 2026](https://syntalith.ai/en/blog/claude-duet-what-it-is-availability-europe-2026)
- [Copilot and GDPR: what Microsoft 365 Copilot does with company data 22 Oct 2026](https://syntalith.ai/en/blog/microsoft-365-copilot-gdpr-and-company-data)
- [Agentic commerce: how to prepare your store for shopping through AI agents 22 Oct 2026](https://syntalith.ai/en/blog/agentic-commerce-prepare-your-store-for-ai-agents)
- [AI invoice coding: from a proposed entry to the ledger 22 Oct 2026](https://syntalith.ai/en/blog/ai-bookkeeping-entries-from-proposal-to-ledger)
- [AI in an architecture practice: who checks the design 22 Oct 2026](https://syntalith.ai/en/blog/ai-for-architects-who-checks-the-design)
- [AI in HR: working time records and documentation 22 Oct 2026](https://syntalith.ai/en/blog/ai-in-hr-working-time-records)

Show older (216)

- [AI in public offices: case file summaries and the evidence 22 Oct 2026](https://syntalith.ai/en/blog/ai-in-public-offices-case-summaries-and-evidence)
- [AI tender monitoring: changed terms and deadlines 22 Oct 2026](https://syntalith.ai/en/blog/ai-tender-monitoring-changed-terms-and-deadlines)
- [AI in Polish companies by region, sector and size: GUS data for 2025 22 Oct 2026](https://syntalith.ai/en/blog/ai-use-in-polish-companies-by-region-gus-data)
- [Booking automation: testing a change of appointment 22 Oct 2026](https://syntalith.ai/en/blog/booking-automation-testing-a-date-change)
- [How to add AI to Excel on a company account? 22 Oct 2026](https://syntalith.ai/en/blog/adding-ai-to-excel-on-a-company-account)
- [AI automation in industry: the boundary between IT and OT 22 Oct 2026](https://syntalith.ai/en/blog/ai-automation-in-industry-it-ot-boundary)
- [AI chatbot disclosure: what Article 50 of the AI Act requires 22 Oct 2026](https://syntalith.ai/en/blog/ai-chatbot-disclosure-ai-act-article-50)
- [AI and the CMR note: reading the document versus proof of delivery 22 Oct 2026](https://syntalith.ai/en/blog/ai-cmr-reading-versus-proof-of-delivery)
- [AI counterparty checks and AML duties: where they differ 22 Oct 2026](https://syntalith.ai/en/blog/ai-counterparty-checks-and-aml-duties)
- [AI in the CRM: marketing consent and Article 398 of the Polish PKE 22 Oct 2026](https://syntalith.ai/en/blog/ai-crm-marketing-consents-polish-electronic-communications-law)
- [AI in customer service: return, complaint or cancellation? 22 Oct 2026](https://syntalith.ai/en/blog/ai-customer-service-return-complaint-or-cancellation)
- [AI for architects: comparing design options 22 Oct 2026](https://syntalith.ai/en/blog/ai-for-architects-comparing-design-options)
- [AI for business: one tool or several? 22 Oct 2026](https://syntalith.ai/en/blog/ai-for-business-one-tool-or-several)
- [AI for developers: choosing a working mode 22 Oct 2026](https://syntalith.ai/en/blog/ai-for-developers-choosing-a-working-mode)
- [AI for engineers: how to test a tool 22 Oct 2026](https://syntalith.ai/en/blog/ai-for-engineers-how-to-test-a-tool)
- [AI for insurance agents: notes from client calls 22 Oct 2026](https://syntalith.ai/en/blog/ai-for-insurance-agents-client-notes)
- [AI for lawyers: the cost of the first scope 22 Oct 2026](https://syntalith.ai/en/blog/ai-for-lawyers-cost-of-the-first-scope)
- [AI for researchers: literature notes with sources 22 Oct 2026](https://syntalith.ai/en/blog/ai-for-researchers-literature-notes-with-sources)
- [AI in accounting: a missing documents list for the client 22 Oct 2026](https://syntalith.ai/en/blog/ai-in-accounting-missing-documents-list)
- [AI in agriculture: putting farm documents in order 22 Oct 2026](https://syntalith.ai/en/blog/ai-in-agriculture-farm-documents)
- [AI in automotive: service request intake 22 Oct 2026](https://syntalith.ai/en/blog/ai-in-automotive-service-request-intake)
- [AI in construction: a list of document changes 22 Oct 2026](https://syntalith.ai/en/blog/ai-in-construction-design-change-lists)
- [AI in controlling: variance commentary 22 Oct 2026](https://syntalith.ai/en/blog/ai-in-controlling-variance-commentary)
- [AI in education: how to check an exercise 22 Oct 2026](https://syntalith.ai/en/blog/ai-in-education-checking-an-exercise)
- [AI in hotels: guest enquiries and the cost 22 Oct 2026](https://syntalith.ai/en/blog/ai-in-hotels-guest-enquiries-and-cost)
- [AI in logistics: handing exceptions to the next shift 22 Oct 2026](https://syntalith.ai/en/blog/ai-in-logistics-shift-handover-of-exceptions)
- [AI in manufacturing: observation or cause? 22 Oct 2026](https://syntalith.ai/en/blog/ai-in-manufacturing-observation-or-cause)
- [AI in a medical clinic: the scope of the first trial 22 Oct 2026](https://syntalith.ai/en/blog/ai-in-medical-clinics-scope-of-the-first-trial)
- [AI in HR: payroll data and the cost of a rollout 22 Oct 2026](https://syntalith.ai/en/blog/ai-in-payroll-preparing-the-data)
- [AI in projects: how to prepare a status 22 Oct 2026](https://syntalith.ai/en/blog/ai-in-project-management-status-from-sources)
- [AI in public offices: pilot scope and budget 22 Oct 2026](https://syntalith.ai/en/blog/ai-in-public-offices-pilot-scope-and-budget)
- [AI in sales: preparing for a sales call 22 Oct 2026](https://syntalith.ai/en/blog/ai-in-sales-call-preparation)
- [AI in schools and student data: what to check 22 Oct 2026](https://syntalith.ai/en/blog/ai-in-schools-student-data-before-you-buy)
- [AI in trade: units and packs in an order 22 Oct 2026](https://syntalith.ai/en/blog/ai-in-trade-units-and-packs-in-orders)
- [AI in transport: missing documents in an order file 22 Oct 2026](https://syntalith.ai/en/blog/ai-in-transport-missing-documents)
- [AI meeting notes: GDPR, recording and access 22 Oct 2026](https://syntalith.ai/en/blog/ai-meeting-notes-gdpr-recording-and-access)
- [Data entry automation: import, OCR or AI? 22 Oct 2026](https://syntalith.ai/en/blog/data-entry-automation-import-ocr-or-ai)
- [enova365: Workflow or AI automation? 22 Oct 2026](https://syntalith.ai/en/blog/enova365-workflow-or-ai-automation)
- [Gemini for business: the cost in Google Workspace 22 Oct 2026](https://syntalith.ai/en/blog/gemini-for-business-google-workspace-cost)
- [How to choose AI for a doctor's work with text 22 Oct 2026](https://syntalith.ai/en/blog/how-to-choose-ai-for-doctors-working-with-text)
- [How to choose AI for Excel? Comparing tasks 22 Oct 2026](https://syntalith.ai/en/blog/how-to-choose-ai-for-excel-task-comparison)
- [How to choose AI for marketing? A writing test 22 Oct 2026](https://syntalith.ai/en/blog/how-to-choose-ai-for-marketing-a-writing-test)
- [How to choose AI for a procurement team 22 Oct 2026](https://syntalith.ai/en/blog/how-to-choose-ai-for-procurement)
- [How to choose AI for translation in a company? 22 Oct 2026](https://syntalith.ai/en/blog/how-to-choose-ai-for-translation-in-a-company)
- [How to compare AI agents for a business 22 Oct 2026](https://syntalith.ai/en/blog/how-to-compare-ai-agents-for-a-business-process)
- [How to compare AI chatbots for a business 22 Oct 2026](https://syntalith.ai/en/blog/how-to-compare-ai-chatbots-for-customer-service)
- [How to compare AI implementation proposals of different scope? 22 Oct 2026](https://syntalith.ai/en/blog/how-to-compare-ai-implementation-proposals)
- [How to run a local AI model for a trial 22 Oct 2026](https://syntalith.ai/en/blog/how-to-run-a-local-ai-model-first-trial)
- [KSeF API: test scenario examples 22 Oct 2026](https://syntalith.ai/en/blog/ksef-api-test-scenario-examples)
- [Learning automation in Make: your first scenario 22 Oct 2026](https://syntalith.ai/en/blog/learning-make-automation-first-scenario)
- [Local LLM: how to test its Polish 22 Oct 2026](https://syntalith.ai/en/blog/local-llm-polish-language-test)
- [Logistics automation: WMS rules, AI or a robot? 22 Oct 2026](https://syntalith.ai/en/blog/logistics-automation-wms-ai-or-robot)
- [Marketing automation: examples of small rollouts 22 Oct 2026](https://syntalith.ai/en/blog/marketing-automation-small-scope-examples)
- [Copilot for business: the price and the full budget 22 Oct 2026](https://syntalith.ai/en/blog/microsoft-copilot-for-business-price-and-full-budget)
- [Notion AI or ChatGPT for company knowledge? 22 Oct 2026](https://syntalith.ai/en/blog/notion-ai-or-chatgpt-for-company-knowledge)
- [Subiekt and AI: how to prepare the integration 22 Oct 2026](https://syntalith.ai/en/blog/subiekt-and-ai-preparing-the-integration)
- [Fakturownia and KSeF: how to set up the integration step by step 22 Oct 2026](https://syntalith.ai/en/blog/fakturownia-ksef-integration-step-by-step)
- [What Can an AI Agent Do on Your Behalf? Practical Examples 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-acting-on-your-behalf-examples)
- [An AI Agent Drafts a Quote from a New Enquiry: Data and Approval 22 Oct 2026](https://syntalith.ai/en/blog/ai-quote-draft-from-new-enquiry)
- [ChatGPT Space and Pages for Business: Access and a First Workflow 22 Oct 2026](https://syntalith.ai/en/blog/chatgpt-space-pages-for-business)
- [ChatGPT Space, Projects or Claude Cowork for Your Team? 22 Oct 2026](https://syntalith.ai/en/blog/chatgpt-space-projects-claude-cowork-comparison)
- [ChatGPT Team Tasks: A Weekly Report with Sources and Review 22 Oct 2026](https://syntalith.ai/en/blog/chatgpt-team-tasks-weekly-report)
- [Migrating to Claude Sonnet 5.5: Thinking, Tools and API Errors 22 Oct 2026](https://syntalith.ai/en/blog/claude-sonnet-5-5-api-migration)
- [Codex Cloud for Business: Repositories, Secrets and Team Setup 22 Oct 2026](https://syntalith.ai/en/blog/codex-cloud-business-setup)
- [Codex Code Review for Teams: Findings, Verification and Cost 22 Oct 2026](https://syntalith.ai/en/blog/codex-code-review-for-teams)
- [DeepSeek Harness Explained: Agent Tasks, Files and Business Data 22 Oct 2026](https://syntalith.ai/en/blog/deepseek-harness-explained-business-data)
- [DeepSeek Harness, Hermes or OpenClaw for a Business Task? 22 Oct 2026](https://syntalith.ai/en/blog/deepseek-harness-hermes-openclaw-comparison)
- [OpenAI dots, Meta Muse, Hermes or OpenClaw: Which Fits? 22 Oct 2026](https://syntalith.ai/en/blog/dots-muse-hermes-openclaw-comparison)
- [GitHub Copilot on 22 October 2026: Review the Default Policy 22 Oct 2026](https://syntalith.ai/en/blog/github-copilot-default-policy-october-22-2026)
- [GitHub Copilot MCP and Code Review: Set Team Permissions 22 Oct 2026](https://syntalith.ai/en/blog/github-copilot-mcp-code-review-permissions)
- [MCP Events for Business: From a New Request to Agent Work 22 Oct 2026](https://syntalith.ai/en/blog/mcp-events-business-automations)
- [Meta Muse Explained: Features and Availability in Poland 22 Oct 2026](https://syntalith.ai/en/blog/meta-muse-explained-poland-eu-availability)
- [OpenAI dots: What They Do and Availability in Poland 22 Oct 2026](https://syntalith.ai/en/blog/openai-dots-explained-poland-eu-availability)
- [Will an AI Agent Buy the Right Variant in Your Shopify Store? 22 Oct 2026](https://syntalith.ai/en/blog/shopify-ai-agent-product-variant-testing)
- [Shopify WebMCP: How an AI Agent Assists with Checkout 22 Oct 2026](https://syntalith.ai/en/blog/shopify-webmcp-ai-agent-checkout)
- [Turning off training in ChatGPT and Claude: is that enough for GDPR? 22 Oct 2026](https://syntalith.ai/en/blog/chatgpt-claude-training-opt-out-gdpr)
- [ChatGPT and company knowledge: implementing document access 22 Oct 2026](https://syntalith.ai/en/blog/chatgpt-company-knowledge-implementation)
- [ChatGPT for customer support: a rollout for support staff 22 Oct 2026](https://syntalith.ai/en/blog/chatgpt-customer-support-implementation)
- [ChatGPT for business Excel analysis: from file to report 22 Oct 2026](https://syntalith.ai/en/blog/chatgpt-for-business-excel-analysis)
- [What does ChatGPT implementation cost a business? 22 Oct 2026](https://syntalith.ai/en/blog/chatgpt-implementation-cost-for-business)
- [Introducing ChatGPT and OpenAI at work: where to start 22 Oct 2026](https://syntalith.ai/en/blog/chatgpt-openai-implementation-for-business)
- [A ChatGPT pilot for business: how to measure the results 22 Oct 2026](https://syntalith.ai/en/blog/chatgpt-pilot-for-business-measuring-results)
- [ChatGPT Plus, Business or Enterprise: choosing a company plan 22 Oct 2026](https://syntalith.ai/en/blog/chatgpt-plus-business-enterprise-for-companies)
- [ChatGPT Projects or custom GPTs: what should your company implement? 22 Oct 2026](https://syntalith.ai/en/blog/chatgpt-projects-vs-custom-gpts-for-business)
- [ChatGPT for sales teams: implementing proposal preparation 22 Oct 2026](https://syntalith.ai/en/blog/chatgpt-rollout-for-sales-teams)
- [ChatGPT subscription or OpenAI API: what should a company buy? 22 Oct 2026](https://syntalith.ai/en/blog/chatgpt-subscription-vs-api-for-business)
- [Rolling out Claude Cowork: from company files to a checked report 22 Oct 2026](https://syntalith.ai/en/blog/claude-cowork-rollout-for-business)
- [Rolling out Codex: a practical plan for software teams 22 Oct 2026](https://syntalith.ai/en/blog/codex-rollout-for-software-teams)
- [OpenAI API implementation: workflow, costs and acceptance 22 Oct 2026](https://syntalith.ai/en/blog/openai-api-implementation-for-business)
- [OpenAI vs Claude API: model prices and 10,000 tasks costed 22 Oct 2026](https://syntalith.ai/en/blog/openai-vs-claude-api-model-pricing)
- [Personal ChatGPT or Claude at work: who controls company data? 22 Oct 2026](https://syntalith.ai/en/blog/personal-chatgpt-claude-accounts-company-data-gdpr)
- [Customer data in ChatGPT and Claude: prepare the document first 22 Oct 2026](https://syntalith.ai/en/blog/prepare-customer-data-for-chatgpt-claude)
- [Shadow AI: bring ChatGPT and Claude use into a company rollout 22 Oct 2026](https://syntalith.ai/en/blog/shadow-ai-audit-chatgpt-claude-company-rollout)
- [How to benchmark a local coding agent honestly 22 Oct 2026](https://syntalith.ai/en/blog/how-to-benchmark-a-local-coding-agent)
- [Long context or RAG? Qwen and Polish RAG measurements 22 Oct 2026](https://syntalith.ai/en/blog/long-context-or-rag-for-company-knowledge)
- [Maintaining local Qwen: turn failures into tests 22 Oct 2026](https://syntalith.ai/en/blog/maintaining-evaluating-and-teaching-a-local-llm)
- [One RTX 3090 for a team: measured Qwen concurrency 22 Oct 2026](https://syntalith.ai/en/blog/one-rtx-3090-for-a-team-throughput)
- [How we isolated the local Qwen agent experiment 22 Oct 2026](https://syntalith.ai/en/blog/safe-local-llm-experiment)
- [AI Cost Management in Poland: What to Measure 22 Oct 2026](https://syntalith.ai/en/blog/ai-cost-management-poland-2026)
- [AI App, AI Agent or Automation: How to Choose 22 Oct 2026](https://syntalith.ai/en/blog/ai-app-vs-ai-agent-vs-automation-2026)
- [Custom AI App or SaaS: Which Should You Buy? 22 Oct 2026](https://syntalith.ai/en/blog/custom-ai-app-vs-off-the-shelf-saas-2026)
- [Personal AI agent vs ChatGPT vs Copilot: choose 22 Oct 2026](https://syntalith.ai/en/blog/personal-ai-agent-vs-chatgpt-vs-copilot-2026)
- [Bielik or PLLuM in a Company: Hardware and GDPR 22 Oct 2026](https://syntalith.ai/en/blog/deploying-a-polish-llm-hardware-costs-gdpr-2026)
- [PLLuM for business: licence or API? 22 Oct 2026](https://syntalith.ai/en/blog/pllum-polish-llm-deployment-for-business-2026)
- [AI Knowledge Base Without RAG: Which Route Fits? 22 Oct 2026](https://syntalith.ai/en/blog/ai-knowledge-base-without-rag-when-you-do-not-need-it-2026)
- [Company Brain AI: Ready Platform or Custom System? 22 Oct 2026](https://syntalith.ai/en/blog/company-brain-ai-platform-or-custom-knowledge-base-2026)
- [Why an AI knowledge base misses answers 22 Oct 2026](https://syntalith.ai/en/blog/why-your-ai-knowledge-base-cannot-find-answers-2026)
- [Anthropic Partner in Poland: How to Vet a Claude Firm 22 Oct 2026](https://syntalith.ai/en/blog/anthropic-partner-poland-claude-deployments-2026)
- [Bielik for Business: Data, Cost and Quality Test 22 Oct 2026](https://syntalith.ai/en/blog/bielik-polish-open-source-llm-for-business-2026)
- [Claude API Pricing 2026: Token Costs and a Real Budget 22 Oct 2026](https://syntalith.ai/en/blog/claude-api-pricing-token-costs-2026)
- [Claude Code for Teams: A Controlled Rollout in 2026 22 Oct 2026](https://syntalith.ai/en/blog/claude-code-rollout-for-teams-2026)
- [Claude Team vs Enterprise: Pricing and Features in 2026 22 Oct 2026](https://syntalith.ai/en/blog/claude-team-vs-enterprise-pricing-2026)
- [Claude and GDPR: what the deployment team must verify 22 Oct 2026](https://syntalith.ai/en/blog/is-claude-gdpr-compliant-2026)
- [Runtime comparison: how the workflow works 22 Oct 2026](https://syntalith.ai/en/blog/agent-migration-golden-set-and-rollback-2026)
- [AI usage register: how the workflow works 22 Oct 2026](https://syntalith.ai/en/blog/ai-act-register-gate-before-the-model-2026)
- [Case-law research: how the workflow works 22 Oct 2026](https://syntalith.ai/en/blog/citations-as-a-data-type-case-law-research-2026)
- [Field-work documentation: how the workflow works 22 Oct 2026](https://syntalith.ai/en/blog/conflict-as-an-object-field-evidence-2026)
- [Counterparty research file: how the workflow works 22 Oct 2026](https://syntalith.ai/en/blog/crewai-vs-single-agent-a-measurement-2026)
- [Document intake that keeps its place: how the workflow works 22 Oct 2026](https://syntalith.ai/en/blog/durable-checkpoints-langgraph-kyc-intake-2026)
- [Project kickoff decisions: how the workflow works 22 Oct 2026](https://syntalith.ai/en/blog/fact-provenance-at-project-kickoff-2026)
- [Implementation comparison: how the workflow works 22 Oct 2026](https://syntalith.ai/en/blog/how-to-fairly-benchmark-agent-frameworks-2026)
- [Invoice coding with context: how the workflow works 22 Oct 2026](https://syntalith.ai/en/blog/invoice-coding-ai-cited-precedent-2026)
- [Transport documents ready for review: how the workflow works 22 Oct 2026](https://syntalith.ai/en/blog/legibility-gate-before-ocr-cmr-documents-2026)
- [Reports with inspectable numbers: how the workflow works 22 Oct 2026](https://syntalith.ai/en/blog/management-report-no-hallucinated-numbers-2026)
- [ERP Order Entry: When n8n Is Enough 22 Oct 2026](https://syntalith.ai/en/blog/n8n-is-enough-orders-to-erp-without-agent-2026)
- [Documents in a local environment: how the workflow works 22 Oct 2026](https://syntalith.ai/en/blog/on-prem-air-gap-ai-isolation-levels-2026)
- [Permission before action: how the workflow works 22 Oct 2026](https://syntalith.ai/en/blog/opa-policy-layer-for-ai-agents-2026)
- [PDF document preparation: how the workflow works 22 Oct 2026](https://syntalith.ai/en/blog/per-page-ocr-routing-pdf-gateway-2026)
- [Company knowledge with sources: how the workflow works 22 Oct 2026](https://syntalith.ai/en/blog/permission-aware-rag-rls-before-model-2026)
- [Questions with visible SQL: how the workflow works 22 Oct 2026](https://syntalith.ai/en/blog/text-to-sql-with-proof-of-execution-2026)
- [Receivables review: how the workflow works 22 Oct 2026](https://syntalith.ai/en/blog/two-models-with-opposed-goals-tone-control-2026)
- [What a running AI agent actually costs 22 Oct 2026](https://syntalith.ai/en/blog/what-running-ai-agent-actually-costs-2026)
- [Quotes you can inspect: how the workflow works 22 Oct 2026](https://syntalith.ai/en/blog/type-system-instead-of-prompt-quoting-2026)
- [RPA or AI agent: choose the right automation 22 Oct 2026](https://syntalith.ai/en/blog/rpa-vs-ai-agent-differences-2026)
- [Ticket triage: how the workflow works 22 Oct 2026](https://syntalith.ai/en/blog/publishing-a-below-threshold-score-ticket-triage-2026)
- [Tender review with sources: how the workflow works 22 Oct 2026](https://syntalith.ai/en/blog/prompt-injection-in-tender-documents-2026)
- [Polish LLM or API model: choose the deployment route 22 Oct 2026](https://syntalith.ai/en/blog/polish-llm-vs-api-model-how-to-choose-2026)
- [PLLuM and Bielik for business: choose a Polish model 22 Oct 2026](https://syntalith.ai/en/blog/polish-language-models-pllum-bielik-for-business-2026)
- [OpenClaw for business: deployment and support 22 Oct 2026](https://syntalith.ai/en/blog/openclaw-for-business-deployment-requirements-support-2026)
- [OpenClaw, ChatGPT, or Copilot: choose by operating model 22 Oct 2026](https://syntalith.ai/en/blog/openclaw-vs-chatgpt-vs-copilot-comparison-2026)
- [AI Competitor Monitoring: Which Setup Fits? 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-competitor-monitoring-research-2026)
- [AI for Complaints and Returns: A Controlled Case Workflow 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-complaints-returns-handling-2026)
- [AI Contract Review: Extract, Compare, and Escalate 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-contract-review-analysis-2026)
- [AI Agent Use Cases: Choose a Business Process to Pilot 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-examples-business-use-cases-2026)
- [AI Translation for Business: When to Automate 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-for-business-translation-2026)
- [AI Agent for Database Questions: A Buyer Guide 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-for-database-questions-2026)
- [Shared Inbox Automation for Gmail and Outlook 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-for-email-triage-inbox-2026)
- [AI Agent for Excel: Decide What the Sheet Is 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-for-excel-spreadsheet-automation-2026)
- [AI Agent for IT Helpdesk: Choose a Safe First Ticket Slice 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-for-it-helpdesk-2026)
- [AI agent for property developers: coordinate the project cycle with clear approvals 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-for-property-developers-2026)
- [AI Agent Maintenance: Ownership and Change 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-maintenance-after-deployment-2026)
- [AI Agent for Tender Monitoring in Poland: Source and Review Guide 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-tender-monitoring-poland-2026)
- [AI assistant on Telegram or WhatsApp: choose the channel 22 Oct 2026](https://syntalith.ai/en/blog/ai-assistant-on-telegram-whatsapp-personal-agent-2026)
- [AI hallucinations: controls that hold up 22 Oct 2026](https://syntalith.ai/en/blog/ai-hallucinations-how-to-limit-2026)
- [Commitments from recordings: how the workflow works 22 Oct 2026](https://syntalith.ai/en/blog/ai-meeting-notes-to-action-items-2026)
- [Automated Follow-Up and CRM Updates: A Safe Process 22 Oct 2026](https://syntalith.ai/en/blog/automated-follow-up-crm-lead-response-2026)
- [Automated Management Reports: Build a Traceable Cycle 22 Oct 2026](https://syntalith.ai/en/blog/automated-management-reports-ai-agent-2026)
- [ChatGPT or Claude in Business Systems: What to Buy 22 Oct 2026](https://syntalith.ai/en/blog/chatgpt-claude-integration-business-systems-2026)
- [Claude or ChatGPT for business: features, costs and selection 22 Oct 2026](https://syntalith.ai/en/blog/claude-vs-chatgpt-for-business-how-to-choose-2026)
- [Document Workflow Automation for Small Business 22 Oct 2026](https://syntalith.ai/en/blog/document-workflow-automation-small-business-2026)
- [What Is Hermes Agent and Where Does It Fit? 22 Oct 2026](https://syntalith.ai/en/blog/hermes-agent-what-is-it-guide-2026)
- [AI process automation cost: calculate the case 22 Oct 2026](https://syntalith.ai/en/blog/how-much-does-ai-process-automation-cost-roi-2026)
- [How to install OpenClaw in 2026 22 Oct 2026](https://syntalith.ai/en/blog/how-to-install-openclaw-2026)
- [Is ChatGPT safe for company data? 22 Oct 2026](https://syntalith.ai/en/blog/is-chatgpt-safe-for-company-data-2026)
- [Is OpenClaw safe? Check the settings 22 Oct 2026](https://syntalith.ai/en/blog/is-openclaw-safe-security-settings)
- [MCP: Model Context Protocol for Business 22 Oct 2026](https://syntalith.ai/en/blog/mcp-what-is-model-context-protocol-2026)
- [Multi-agent orchestration: decide when roles earn their cost 22 Oct 2026](https://syntalith.ai/en/blog/multi-agent-systems-orchestration-2026)
- [Receivables Monitoring: Payment Reminders 22 Oct 2026](https://syntalith.ai/en/blog/receivables-monitoring-automated-payment-reminders-2026)
- [Virtual assistant or AI agent: compare the work 22 Oct 2026](https://syntalith.ai/en/blog/virtual-assistant-vs-ai-agent-cost-2026)
- [What to Automate in Your Company: 9 Processes 22 Oct 2026](https://syntalith.ai/en/blog/what-to-automate-in-your-company-2026)
- [AI agent decisions: map responsibility before launch 22 Oct 2026](https://syntalith.ai/en/blog/who-is-liable-for-ai-agent-decisions-2026)
- [Why AI Projects Fail: Five Causes 22 Oct 2026](https://syntalith.ai/en/blog/why-ai-projects-fail-causes-2026)
- [AI Invoice Automation with OCR: Choose the Right Flow 22 Oct 2026](https://syntalith.ai/en/blog/ai-invoice-and-document-automation-ocr-2026)
- [AI knowledge assistant for business (RAG) 22 Oct 2026](https://syntalith.ai/en/blog/ai-knowledge-assistant-for-business-rag-2026)
- [AI quote automation: where to start 22 Oct 2026](https://syntalith.ai/en/blog/ai-quote-and-proposal-automation-2026)
- [Custom AI App: When a Ready Tool Stops Fitting 22 Oct 2026](https://syntalith.ai/en/blog/custom-ai-app-when-you-need-one-and-mvp-cost-2026)
- [GDPR and DPA for AI: review the agreement and the data flow 22 Oct 2026](https://syntalith.ai/en/blog/gdpr-and-dpa-when-deploying-ai-2026)
- [Is OpenClaw Free? The Running Cost in 2026 22 Oct 2026](https://syntalith.ai/en/blog/is-openclaw-free-real-costs-2026)
- [n8n vs Make: choose the operating model 22 Oct 2026](https://syntalith.ai/en/blog/n8n-vs-make-comparison-2026)
- [n8n: where a workflow needs another decision layer 22 Oct 2026](https://syntalith.ai/en/blog/n8n-what-it-is-and-when-it-is-not-enough-2026)
- [Your Own AI Agent on a VPS: OpenClaw or Hermes? 22 Oct 2026](https://syntalith.ai/en/blog/your-own-ai-agent-on-a-vps-openclaw-hermes-gdpr-2026)
- [AI Agent for Customer Service: Triage 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-for-customer-service-automation-2026)
- [Hermes Agent Installation: Commands and Boundaries 22 Oct 2026](https://syntalith.ai/en/blog/hermes-agent-installation-guide-2026)
- [Hermes Agent vs OpenClaw: Which Fits Your Work? 22 Oct 2026](https://syntalith.ai/en/blog/hermes-agent-vs-openclaw-comparison-2026)
- [Prompt Injection in AI Agents: Controls for 2026 22 Oct 2026](https://syntalith.ai/en/blog/prompt-injection-ai-agents-threat-and-defense-2026)
- [What is OpenClaw and when it makes sense in a company 22 Oct 2026](https://syntalith.ai/en/blog/what-is-openclaw-and-when-it-fits)
- [Personal AI Agent: Five Daily Workflows 22 Oct 2026](https://syntalith.ai/en/blog/personal-ai-agent-daily-tasks-2026)
- [AI audit for business: what you get for €0 and for €600 22 Oct 2026](https://syntalith.ai/en/blog/ai-audit-for-business-what-you-get-2026)
- [AI Agent ROI: Build the Case from Process Data 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-roi-calculation-framework-2026)
- [AI Agent for SOC Automation: How to Reduce Alert Queue Work 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-cybersecurity-soc-automation-2026)
- [AI E-Commerce Personalization: Decide What to Test First 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-ecommerce-personalization-netflix-2026)
- [AI Workflow for Insurer Case Processing: Intake, Evidence and Review 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-insurance-claims-processing-2026)
- [AI Quality Control with Computer Vision: Pilot Guide 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-quality-control-computer-vision-2026)
- [AI Agent for Predictive Maintenance: Choosing a Plant Pilot 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-predictive-maintenance-manufacturing-2026)
- [17.8% of Polish companies use AI. What the figure says about the market in 2026 22 Oct 2026](https://syntalith.ai/en/blog/5-percent-companies-use-ai-opportunity-or-threat-2026)
- [AI Agent for Retail Inventory: Is the Data Ready? 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-inventory-management-retail-2026)
- [AI Agent for Financial Reporting: A Controlled Pilot 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-financial-reporting-cfo-2026)
- [AI Agent for Compliance Monitoring: Analyst-Reviewed Triage 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-compliance-monitoring-finance-2026)
- [AI Agent for Code Review: Evidence 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-automated-code-review-2026)
- [AI agent for content marketing: from research to publish with editorial control 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-content-marketing-strategy-to-publish-2026)
- [AI Agent for Email Personalization: Research and Review 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-email-personalization-at-scale-2026)
- [AI Agent for BANT Qualification: A Controlled First Touch 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-lead-qualification-bant-2026)
- [AI-assisted resume screening: triage with recruiter review 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-hr-screening-200-resumes-2026)
- [AI Agent for Real Estate Leads: Qualification and Handoff 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-real-estate-lead-qualification-2026)
- [AI Morning Briefing: Is It Worth Building? 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-morning-briefing-daily-2026)
- [AI Invoicing and Time Tracking: Build a Reviewable Workflow 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-automatic-invoicing-time-tracking-2026)
- [AI Agent Development Guide 2026: From Task to Safe Workflow 22 Oct 2026](https://syntalith.ai/en/blog/custom-ai-agent-development-guide-2026)
- [AI Agent for Freelancers: A Sourced Pre-Call Brief 22 Oct 2026](https://syntalith.ai/en/blog/ai-agent-freelancer-automated-research-2026)
- [AI for Construction Companies: Control the Office Workflow 21 Oct 2026](https://syntalith.ai/en/blog/ai-agent-for-construction-company-2026)
- [AI agent for transport and freight forwarding: inbox, documents and TMS handoffs 21 Oct 2026](https://syntalith.ai/en/blog/ai-agent-for-transport-freight-forwarding-2026)
- [AI Implementation in Manufacturing 21 Oct 2026](https://syntalith.ai/en/blog/ai-implementation-manufacturing-company-2026)
- [AI Implementation for B2B Service Companies: Cost and Fit 21 Oct 2026](https://syntalith.ai/en/blog/ai-implementation-service-company-2026)
- [AI for Wholesale Companies: Start with One Process 21 Oct 2026](https://syntalith.ai/en/blog/ai-implementation-trading-wholesale-company-2026)
- [Company AI Policy: Seven Rules Employees Can Follow 21 Oct 2026](https://syntalith.ai/en/blog/company-ai-policy-employee-rules-2026)
- [AI agent for e-commerce order management: status, returns and exceptions 21 Oct 2026](https://syntalith.ai/en/blog/ai-agent-ecommerce-order-management-2026)
- [AI Agent for Accounting Firms: Document Collection and Handoffs 21 Oct 2026](https://syntalith.ai/en/blog/ai-agent-accounting-firm-automation-2026)

## Next step

[Book a free call (30 min)](https://meet.syntalith.ai/syntalith/en). With an engineer. No commitment to a paid implementation.

[Current pricing](https://syntalith.ai/en/pricing) · [Examples and sources](https://syntalith.ai/en/work) · [Contact](https://syntalith.ai/en/contact)

[Assistant booking instructions](https://syntalith.ai/booking-agent-guide.txt?locale=en)

## About Syntalith

This is the official site of Syntalith (syntalith.ai), a Polish engineering company based in Warsaw. Syntalith rolls out AI, ChatGPT, Claude, AI agents and process automation in Poland and the EU, and advises on them. Prices are published on the service pages. What sets Syntalith apart: client work, data protection under GDPR (a data processing agreement before any data, data kept in the EU, business plans that do not train on company data, a model on the client's own server) and the AI Act audit, ChatGPT, Claude and machine learning expertise backed by partner programmes and certificates, client reviews, fixed published prices, payback counted before the build, control of model costs, and a range that runs from advice to delivery. Facts and sources for each point: https://syntalith.ai/ai-info.md. Free review, 30 minutes with an engineer: https://meet.syntalith.ai/syntalith/en. Full description of the services and prices: https://syntalith.ai/llms.txt.