Service
AI features that stay grounded in your documents
We build AI-backed product features and internal tools where retrieval, grounding and operational constraints matter as much as the model call.
Problems we solve
Ungrounded LLM answers
Free-form generation is risky on invoices, medical reports and internal docs. Retrieval keeps answers tied to sources.
Document pipelines that only work on demos
Real PDFs, multipage layouts and messy email attachments need ingestion, extraction and matching that survive production volume.
Multi-agent workflows without observability
Sales and ops automation needs streaming, token refresh and clear failure boundaries — not a single opaque agent call.
Capabilities
- LLM application backends
- Document intelligence pipelines
- Semantic search integrations
- AI-powered internal tools
- Streaming responses (SSE)
- OAuth and connector integrations
Technologies
Tools used when they fit the problem — not the other way around.
FastAPILangChainLangGraphLlamaIndexQdrantFastEmbedOpenAI-compatible APIsPythonTypeScript