Features that fit your product
Search, assistants, summaries, speech or vision built into your existing codebase and UI.
AI Features in Your App
AI inside the software you already run.
We add search, assistants, summaries, speech and vision to your existing product without rebuilding what already works.
- RAG & search
- Assistants
- Speech & vision
feature.query · illustrativeanswer with citations
- 01Retrieveyour data, your docs
- 02Rankbest sources first
- 03Generateanswer from sources onlyno source → say so
- 04Citeevery claim linked
Outcomes
What you walk away with.
Answers grounded in your data
Retrieval over your own documents, with citations users can check.
No rewrite
We work inside what already works and add only what the feature needs.
Production safeguards
Guardrails, provider fallback, rate limits and cost controls from the first deploy.
How we deliver
From existing app to AI feature.
- 01Integration plan
Audit the codebase
We read your stack and find the right place for the feature.
- 02Search index
Prepare the data
Indexing and retrieval over the content the feature needs.
- 03Weekly demos
Build and evaluate
Weekly demos inside your app, tested on real queries.
- 04Live feature
Ship
Deploy, hand over the code and docs, and support after launch.
Related work
Our productLive demo
SEC RAG Engine
Our SEC RAG Engine uses the same retrieval stack we add to client apps: query analysis, hybrid retrieval and cross-encoder reranking.
- Companies Indexed
- 33
- Retrieval Stages
- 3
- Query Latency
- < 2s
Typical stack
- LangChain · LangGraphretrieval and generation
- Whisper · MediaPipespeech and vision
- FastAPI · Node.jsfeature APIs
- Supabase · PostgreSQLdata and search
- Next.js · Reactin-app UI
FAQ
Questions about AI features.
Yes. We integrate RAG search, assistants, summarisation, speech and vision into existing codebases without rebuilding what already works.
Answers are generated from retrieved sources and cite them. If there is no good source, the feature says so.
We commonly work with Next.js/React and FastAPI/Node.js, and add AI through APIs that fit around your existing system.
Ready to start?
Tell us what you want to add.
Your product, your stack, and the AI feature you have in mind. A few lines are enough; we reply within 24 hours.