AI that solves a problem. Not AI that looks impressive.
We integrate LLMs and AI models into production applications. With three principles: client data privacy, predictable costs, and outcomes that improve the business — not demos that impress in a pitch.
Models and tools we use.
Anthropic Claude (Sonnet 4.6 for production, Haiku 4.5 for light tasks). Our default for code and reasoning performance, clear privacy policy for corporate clients, and predictable pricing.
OpenAI as second contractual provider. Basic vendor hygiene — never depend on one.
Open source models via Ollama or vLLM when the client requires data to stay inside their infrastructure.
pgvector inside Postgres for common cases. Pinecone only when volume justifies it.
LangChain where it helps, avoided when it adds complexity without value. Most real integrations don't need it.
Where AI adds real value.
Semantic search
Your knowledge base, FAQ, or documentation accessible by meaning, not keywords. Replaces frustrating search and reduces support tickets.
Summarization and data extraction
Processing call transcripts, contracts, long emails. Extracting useful structure from unstructured text. Claude is particularly good here.
Internal assistants
For internal teams needing fast answers about their own data. Better ROI than external assistants, because you know the user's exact context.
Draft generation
Emails, proposals, first versions of documents. Humans always review and edit — AI reduces the cost of starting from zero.
What we don't recommend.
Open-domain public chatbots without scope. Critical business predictions without a human in the loop. Any system where a hallucination is illegal or dangerous.
If someone's selling you "AI" as a magic solution to a vague problem, there's a high chance you're about to spend money without return. AI is a tool — the concrete problem needs to be well-defined for the tool to be worth it.
Have a concrete use case in mind?
The first call starts with that question: what concrete problem do you want to solve? If the answer is "we want to add AI because it's trending", we'll politely tell you and not move forward.
Let's talk →