Q&A over your documents
Ask a question and get an answer based on your own files, with the source.
Automate · LLM Integration & Smart Features
Put language models to work inside your product
Language models can search, summarise and draft, but only if they are connected to your data and tested on real cases. We integrate them into your product or internal tools and keep quality and cost under control.
What we deliver
Summaries and drafting
Condense long threads and documents, or draft replies for a person to review.
Smart search
Search that understands meaning, not just keywords.
Classification and extraction
Turn messy text into structured fields you can act on.
Evaluation and cost control
Testing against real examples and tracking what each feature costs to run.
Who it is for
- Product teams adding AI features to an existing app
- Companies with large document libraries nobody can search well
- Teams that want answers grounded in their own data
How we work
- 1
Discovery call
We learn what you are trying to achieve and how the work is done today.
- 2
Scoped proposal
You get a clear scope, timeline and cost before anything is built.
- 3
Build in short cycles
Design and development in steps you can review along the way.
- 4
Launch and support
Testing, handover, and ongoing improvement through a retainer or dedicated team.
Frequently asked questions
Which language models do you work with?
We pick the model per use case, balancing quality, speed, cost and privacy, and we design the integration so providers can be switched later.
How do you keep answers accurate?
By grounding answers in your own data, testing against real examples and showing sources where it helps. No system is perfect, so we also add review steps for important outputs.
Can this work with our existing app?
Yes. LLM features are usually added through APIs, so they can sit inside your current product or admin tools without a rebuild.
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