ChatGPT for sales teams: implementing proposal preparation
Implement ChatGPT for proposals and CRM work. Define pricing sources, missing requirements, document approval and how to measure sales staff time.
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Guides
Articles grouped by business problem, industry, and system type.
Rolling out Claude Cowork: from company files to a checked report
Set up one business workflow in Claude Cowork: accounts, folder access, instructions, testing and budget. A practical example using team reports.
Rolling out Codex: a practical plan for software teams
Prepare a repository, access controls and code review for Codex. A team rollout plan covering costs, acceptance and measurement of the work saved.
OpenAI API implementation: workflow, costs and acceptance
Connect OpenAI models to your CRM, ERP or application. A practical workflow example with token costs, permissions, error handling and acceptance criteria.
AI for SaaS customer acceptance follow-ups
Setup is complete and the provider's test passed, but the customer still hasn't confirmed acceptance. Before agreeing on a launch, the coordinator searches email again: who was supposed to review the service, what have they accepted, and what needs a follow-up? An AI agent can prepare that overview and a focused draft message. Before contacting the customer, the coordinator can see which answer the team is waiting for.
Company Brain for ERP handover to support
A customer asks support why purchase orders in the ERP system still need a manager's approval when removing that step was discussed in a workshop. The support consultant was not on the implementation team and has to piece together what happened. A Company Brain can help find the handover record and explain where the proposed change stands.
Company BrainERP implementationsupport handover
Custom B2B customer onboarding software
A customer sends a file and asks when the service will start. The implementation coordinator explains that the team still needs data access, then follows up with the customer's IT contact. If this happens across your implementations, a shared task view could save everyone from repeatedly asking who is waiting for whom. Custom onboarding software is worth considering when your existing project tool cannot comfortably support that work.
custom softwarecustomer onboardingB2B implementationproject management
AI agents for wholesale RFQ clarification
An AI agent can help a distributor clarify incomplete requests for quotation before sales starts pricing. The useful output is a reviewable request with missing information identified and customer commitments kept under commercial control.
Company Brain for maintenance procedures
A Company Brain for maintenance should help employees find the right information for a particular asset and situation. Employees need to know whether the procedure is current, whether it applies to that asset and where to check its source.
Custom supplier portal or SaaS?
A custom supplier portal deserves consideration when access fees grow faster than the value of the features the company uses. Compare the full cost of operating and changing the system, including migration, maintenance and user support.
Fine-tuning for support ticket routing
Fine-tuning may help route support tickets when a general model repeatedly confuses company-specific categories. First establish whether employees interpret those categories consistently and whether historical records reflect the decision you want the system to make.
Increase AI adoption after buying licenses
Low AI license usage can reflect a skills gap, but it can also indicate poor tool fit, missing data access or an unresolved workflow. Diagnose what stops employees on a real task before purchasing another course or subscription.
Local AI for confidential proposals
A local AI model may suit confidential proposal work when the company’s data requirements rule out its current tool. The decision should cover output quality, user access, capacity and responsibility for ongoing operation.
Supplier statement reconciliation automation
Supplier statement reconciliation automation can reduce manual comparison between supplier statements and accounting records. Its useful output is a clear set of matches and reviewable differences that the accounts payable team can investigate.
Codex with local Qwen3.8-27B over the Responses API
Codex can use a custom provider over the Responses wire. This guide shows the minimum profile, support boundary and the Qwen result.
How to benchmark a local coding agent honestly
A useful coding-agent benchmark needs work requests written like ordinary issues, clean workspaces, hidden checks, retained metrics and a separate review. This method evaluates a patch before acceptance.
Local Qwen Code: the medium profile from a home test
Wire-level reasoning effort, no fixed max_tokens, preserved thinking and task-scoped sessions removed observed failures in a home-PC experiment.
Qwen3.8-27B: 60k, 120k, 150k or 250k context?
Every configuration returned three planted facts, but 250k was almost ten times slower than 60k. Here is how to choose a useful context window.
Qwen3.8-27B quantization: Q4, Q5 or W4A16?
Q4 leaves more room for context, Q5 uses more VRAM, and W4A16 needs a different stack. Here are the profiles that fit and what the test cannot prove.
How to use local Qwen remotely from any device
Qwen can stay on one GPU host while an approved phone, tablet, laptop or office computer reaches it through a private interface. This guide covers three access patterns.