What We Deliver
Clear deliverables that teams adopt—not demos.
Assistants & Chatbots
Tool calling, human escalation, memory, multilingual, analytics.
RAG Systems
Hybrid search, reranking, citations, access control, evaluations.
MCP Servers
Typed, auditable integrations to CRMs, KBs, internal APIs, DBs.
Workflow Automation
Orchestration with retries, approvals, and full observability.
How It Works
Fast, production-focused engagement.
Discover & Prioritize
Use cases, metrics, data/tool access, governance.
Prototype & Validate
MVP builds, evals, UX validation with stakeholders.
Productionize & Integrate
Security, monitoring, scaling, change management.
Operate & Improve
Prompt/model updates, retrieval tuning, analytics.
Technologies
OpenAI
Anthropic
LangChain
LangGraph
pgvector
Pinecone