LLM Integration Services for Your Product
Add GPT and Claude features to the product you already have, tested on your data and monitored after launch.
AI inside the app you already have
Our LLM integration services add language-model features to software you already run, without a rebuild. We connect OpenAI's GPT models or Anthropic's Claude to your app and data for search, summaries, drafting and data extraction, test the output on your own examples, and monitor it in production.
Most of the work is engineering, not research: clean data access, prompts that hold up, fast responses and a fallback when the model is slow. That's where AI features succeed or stall.
A good fit if you
- Run a SaaS product and want AI features without rebuilding it.
- Have users who search, summarize or write inside your app every day.
- Want to try GPT and Claude side by side before committing.
- Built a quick AI prototype that now needs to be production-ready.
What we add
Smarter search
Search that understands questions, not just keywords, across your product's content.
Summaries
Short summaries of long records, threads, calls and documents.
Drafting and rewriting
First drafts of emails, descriptions and replies that users edit and send.
Data extraction
Structured fields pulled from free text, PDFs and forms.
Model switching
One layer for model calls, so you can change models or providers without a rewrite.
Output testing
Test sets and checks that tell you when output is good enough to ship.
How we integrate an LLM
Step 1: Pick the feature
We choose the feature users will feel most and agree what good looks like.
Step 2: Compare models
We try GPT and Claude on your real examples and compare the results.
Step 3: Build it in
We add the feature to your app with logging, limits and a fallback.
Step 4: Monitor and tune
We watch quality and speed in production and tune prompts as usage grows.
LLM Integration FAQs
Something else on your mind? Ask us directly.
Can you add AI to our existing app without a rebuild?
Yes. We add the AI feature as a new service or module that talks to your app through an API, so the rest of your product stays as it is.
Should we use OpenAI or Claude?
Test both on your task. They're close on many jobs and differ on others, such as long documents or tone of writing. We build the feature so you can compare them and switch later.
How do you test that the AI output is good enough?
We build a test set from your real examples, agree what a good answer looks like, and score each version against it. The same checks run again before every change goes live.
Can we switch models later without rewriting the feature?
Yes. We keep prompts, model calls and provider settings behind one layer, so changing models is a configuration change plus a test run, not a rewrite.
Tell us about your product, and we'll help you pick.
