Useful AI, integrated into the systems you already run
We add AI to real products: chatbots, recommendation engines, document automation and retrieval over your own data. Each project starts with a feasibility review, so you know whether AI is the right tool before you pay to build it.
What ships is evaluated, guarded and monitored for cost, latency and quality.
A good fit when
- Your team answers the same questions or processes the same documents every day.
- You hold valuable data that is hard to search or put to use.
- You have seen a chatbot demo and need one that works reliably on your own content.
- You want AI in your product without betting the whole product on it.
What you get
- Use-case assessment and feasibility review
- Retrieval-augmented generation over your own data
- Model evaluation and guardrails
- Cost, latency and quality monitoring
- OpenAI
- Anthropic
- LangChain
- pgvector
- Pinecone
- Python
How we do it
Start with the use case
We assess what the task needs and whether a model can do it well enough, and say so if it cannot.
Grounded in your data
Retrieval-augmented generation lets the model answer from your own documents and records.
Evaluated and guarded
Answers are tested against real examples, and guardrails are added before anything reaches a customer.
Monitored after launch
Spend, response time and answer quality are tracked, so the system stays useful and affordable.
AI / ML Integration, answered
01Do we need a lot of data to start?
Not usually. Many useful applications work on documents and records you already have. The feasibility review tells you what is realistic.
02Which AI models do you use?
We work with models from OpenAI and Anthropic, and choose for each project on quality, cost and data requirements.
03How do you keep the answers accurate?
By grounding answers in your own data, evaluating them against real examples, and adding guardrails for what the system should decline or pass to a person.
Related services
Tell us what you want to build.
Share your goal and we'll recommend the right approach, with no obligation.
We reply within one business day.