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Articles grouped by business problem, industry, and system type.

AI implementation: from planning to production

An AI implementation in a company starts with one process that takes the team the most time every week. A review and a test on 20 to 100 of the team's cases cost €0 at Syntalith. A team on ChatGPT or Claude starts from €1,150 net, and an automation, an app or an agent from €3,000 net. The build takes 2 to 16 weeks.

AI implementationbusiness guide

DeepSeek Harness Explained: Agent Tasks, Files and Business Data

DeepSeek Harness is DeepSeek's open agent environment in worldwide public preview, with work on files, code, search and background tasks, and a plugin architecture. A local app does not settle where data goes: the model, search and plugins may process files elsewhere. In a trial on 60 document comparisons a month, at 25 minutes by hand and 8 with checking, you get back 17 hours.

DeepSeek Harness, Hermes or OpenClaw for a Business Task?

You choose between DeepSeek Harness, Hermes Agent and OpenClaw by the task: work on files on a computer, scheduled tasks on a server, or action inside the company's apps. Harness is an open public preview built on plugins, and Hermes and OpenClaw are open agents under the MIT licence. Your own agent on a server, with the model and upkeep, costs about €332 a month in our scenario.

OpenAI dots, Meta Muse, Hermes or OpenClaw: Which Fits?

OpenAI dots and Meta Muse are services the makers maintain. You run Hermes Agent and OpenClaw on your own server. In Poland, dots works on the Business Premium plan in supported regions and as a beta in Enterprise, but not yet on Pro. According to Meta, Muse is available in the US and Canada. Your own agent gives control, but the server, the model and the upkeep are on your side.

How to check an AI company's projects and references

When you check an AI company's references, find out its own contribution to the project, how widely the system is used and where the claimed result comes from. A client name and a screenshot of the interface are a starting point for the conversation. You still need to know whether the experience matches the work you plan to commission.

AI implementationsupplier selection

MCP Events for Business: From a New Request to Agent Work

MCP Events tell an automation that something happened in a connected app, for example a new ticket was created. The agent then gathers the documents and prepares a handling plan before an employee opens the inbox. The integration has to handle duplicates, retries and permissions. At Syntalith an automation costs from €3,000 net, and with 1,000 tickets a month at 6 minutes each it pays back in 1.2 months.

Meta Muse Explained: Features and Availability in Poland

Muse is Meta's AI agent for personal use: it works with connected services and the browser, runs in the background and returns with a result or a request for consent. As of 22 October 2026 it runs in the US and Canada, with no date for Europe. In the EU, your own agent on Hermes or OpenClaw costs about €332 a month in our scenario, and a team agent from Syntalith from €3,000 net.

OpenAI dots: What They Do and Availability in Poland

OpenAI dots are agents that work in the background in ChatGPT. Each has its own cloud computer, uses connected apps and remembers context between conversations. In Poland and the rest of the EU, dots work on the ChatGPT Business Premium plan, at $100 per person a month with annual billing, and as a beta in Enterprise. On the Pro plan OpenAI excludes the European Economic Area.

Buying a paid AI pilot before full implementation

Before you buy an AI pilot, write down the question it has to settle, the output to hand over and the conditions for closing the stage. The buyer then knows what they will get even if the trial does not justify a further build. The name PoC or pilot does not set the number of integrations or readiness for production work.

AI implementationsupplier selection

Shopify WebMCP: How an AI Agent Assists with Checkout

From 28 September 2026, Shopify gives agents in the browser four WebMCP tools for checkout: reading the state, updating fields, placing the order after the buyer confirms and returning to the store. They work with no setup by the merchant, and the store stays responsible for the product data the agent reads earlier.

Syntalith or 10Clouds for AI agent implementation?

When you compare Syntalith with 10Clouds, ask about the system's architecture and the platform's role: what you get within the tool, what the supplier writes for your company and who maintains those parts. Syntalith builds an agent for one process, with integrations and a stop on actions that need a person's decision. At Syntalith an agent costs from €3,000 net. At 500 cases a month of 8 minutes each, it pays back in 1.7 months.

AI implementationsupplier selection

Syntalith vs AI Hero vs Neoteric: AI implementation offers

Syntalith, AI Hero and Neoteric all do AI implementation work, with a different centre of gravity. AI Hero focuses on training and tool adoption plus a separate agents and automation offer, Neoteric on building software with generative AI, and Syntalith on building agents, automations and applications for a process. Compare them on the same process and over the same cost horizon.

AI company comparisonAI HeroNeotericSyntalith

Syntalith or deepsense.ai: defining the AI project

When you compare Syntalith and deepsense.ai, first name the work: building an app on a ready model, tuning a model and running a training process are different scopes. Both companies describe AI services, and the fit is judged for a specific task. Syntalith wrote this text from offers checked on 1 October 2026.

AI implementationsupplier selection

Rolling out Claude Cowork: from company files to a checked report

Claude Cowork goes through several steps of work on files and prepares a result for checking, for example a weekly report on project statuses. It works on paid plans, and access to local files needs the Claude Desktop app. For 5 people Claude Team costs $125 a month, and the rollout from €1,150 net. At an hour saved per person a week, the payback takes 1.8 months.

AI for an operational branch opening review

Before a branch opens, an AI agent combines notes from trial runs and preparation checklists with the service owners' replies and prepares material for the manager's conversation: what the trial showed, who holds which position and what must be agreed before opening. The agent costs from €3,000 net at Syntalith and, with 5 branch openings a month at 480 minutes each, pays back in 3.3 months.

AI for reviewing a partner’s support needs

Before a meeting with a channel partner, an AI agent groups the partner's tickets into recurring topics with examples and the way each case was closed. The account manager sees where training will help, where support will, and where a request to the product team is due. The agent costs from €3,000 net at Syntalith and, with 40 partner reviews a month at 180 minutes each, pays back in 1.1 months.

AI for custom parts quote preparation

Before a quote for custom-made parts, an AI agent combines the CRM enquiry, the drawing, the client's emails and the process engineer's notes into a scope for costing: what the quote covers, what is agreed and what to ask the client. It adds no tolerances or materials of its own. The agent costs from €3,000 net at Syntalith and, with 250 parts enquiries a month at 20 minutes each, pays back in 1.5 months.

AI for fleet repair coordination

An AI agent gathers the correspondence with the garage and the pickup arrangements on each vehicle, tells a forecast of when the repair ends apart from news that the vehicle can be released, and prepares a pickup question for the coordinator. The vehicle goes back into the plan only after a confirmed pickup. The agent costs from €3,000 net at Syntalith and, with 150 repairs a month at 25 minutes each, pays back in 1.8 months.

AI for preparing a plant shift handover

At a shift handover, an AI agent combines the shift log with replies from the warehouse, maintenance and other departments into a note for the incoming shift supervisor: what was done, what we are waiting for and whom to contact. The outgoing supervisor checks the note. The agent costs from €3,000 net at Syntalith and, with 90 shift handovers a month at 25 minutes each, pays back in 3.3 months.

AI for coordinating product recall replies

An AI agent for a batch recall reads the recipients' replies, sets the quantities they give against the quantities shipped and writes questions about missing packs for the coordinator. A person approves the decisions about the recall and the messages to recipients. The agent costs from €3,000 net at Syntalith and, with 300 recipient replies a month at 12 minutes each, pays back in 2.1 months.

AI agents

See the agent on your own cases before you commit.

The agent moves a case through its steps, and actions with consequences wait for approval from the person you name. Before you sign, we write down the goal and a test set built from your cases.

Price
from €3,000 netper agreed process
Time
6–16 weeks
First step
30 min with an engineer, €0written summary within 2 business days

Times are shown in your own time zone. We work with clients across time zones.

See AI agents

What our OpenAI and Anthropic partnerships mean for you.

OpenAI makes ChatGPT and Anthropic makes Claude. We belong to the partnership programs of both companies, so we work with their tools every day and learn from the creators themselves.

OpenAI Select PartnerClaude Partner Network
01We will select a tool for the task
We implement both ChatGPT and Claude. We check both on your documents, and you choose the one that makes fewer corrections and saves more time.
02Knowledge straight from the creators
We learn from official OpenAI and Anthropic courses and materials. Your team learns about the features and settings that work today.
03Licenses without our margin
When we roll out ChatGPT, Claude or Copilot, you buy the licences directly from OpenAI, Anthropic or Microsoft and they invoice you. We add nothing to the licence.
04Certified engineers
On the team, we have an AWS certification in machine learning and an Anthropic certification in systems architecture on Claude.

Participation in programs does not mean that OpenAI or Anthropic endorses our services.