AI

OpenAI

Production AI features for assistants, RAG, tool use, summarization, and workflow automation.

/ System

/01

Production controls

We design with evals, logging, fallback states, rate limits, and cost ceilings.

  • Model routing
  • Prompt versioning
  • Usage monitoring
  • Human review
/ FAQ

Questions founders ask.

Do we need fine-tuning?

Usually not at first. Retrieval, better context, and evaluation data often solve the first version.

/ Services

Services that use this stack

AI/INT

AI Integration

Assistants, retrieval, automations, and copilots that are observable, cost-capped, and useful.

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STARTUP/AAS

Startup-as-a-Service

Strategy, design, engineering, AI, cloud, and launch support from one operating team.

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/ Solutions

Solutions built on this stack

Solution / AI

Add AI to SaaS

Integrate AI into an existing SaaS product without adding fragile demos or uncontrolled cost.

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/ Posts

Articles about this stack

Article

AI Features That Ship Versus AI Features That Demo

Useful AI features need fallback paths, eval data, human review, and cost ceilings. The demo is only the start.

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/ Case study

Proof from the build floor

Field report

FieldLab.ai

A working MVP and AI copilot shipped ahead of a fundraise deadline.

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