LLM Integration

Add AI features to your product that users actually rely on, such as summaries, search, drafting or classification, built with cost control, evaluation and fallbacks.

✓ Feature scoping and model selection

✓ Prompt and structured output design

✓ Integration into your codebase

✓ Evaluation harness and regression tests

✓ Cost, latency and usage monitoring

✓ Handover and 30 days of tuning

We benchmark candidates such as Claude, GPT and Gemini on your actual task and data, then choose on quality, latency and cost. The integration keeps switching providers straightforward.

Projects start from $4,500, depending on the number of features and evaluation depth. Model usage is billed separately by your provider. We quote a fixed price within 24 hours.

Right-sized models per task, prompt caching, batching and response caching. We set up cost monitoring so you can see spend per feature.

Yes. We work in your repo and stack, follow your conventions and ship through your CI, so the feature is maintainable by your team.