Anthropic's Claude integrated into your business products

We start with a fast audit of product context, codebase and business priorities.

Then we run a shared backlog with short iterations and frequent deliveries.

Yes. We audit the current stack, fix critical issues and restore delivery flow.

The objective is to stabilize quickly without freezing your roadmap.

Yes. We act as an extension of your team with transparent technical steering.

Decisions, backlog and rituals are shared end to end.

Claude excels at long reasoning, document analysis, code and cases where safety matters. GPT remains stronger on audio/vision multimodality and tooling ecosystem.

We pick based on the specific use case, and often design hybrid architectures that leverage both.

MCP (Model Context Protocol) is an open standard created by Anthropic to connect LLMs to external tools in a secure, standardized way.

It simplifies building agents that access your APIs, databases and business tools without reinventing the integration every time.

We pick the right model per task (Claude Haiku for simple, Sonnet for daily, Opus for complex), use prompt caching and monitor costs in production.

A smart model/quality trade-off often divides the bill by 3 or 4 with no noticeable quality loss.