Enterprise AI Systems,
Engineered for Production.
We help organizations design, architect, integrate, and operate production-ready AI systems. From enterprise search and knowledge retrieval to constrained agent workflows and platform implementations.
Knowledge & Search Systems
We build enterprise search and RAG systems that combine vector semantic retrieval with lexical keyword precision. Every answer links to verifiable paragraphs, with strict refusal guardrails when evidence is missing.
- Hybrid search (OpenSearch / Qdrant / Weaviate / Elastic)
- Cross-encoder reranking & reciprocal rank fusion
- Layout-aware table & document parsing
- Strict provenance & citation grounding
- RAGAS automated faithfulness evaluation
AI Agents & Workflow Automation
Deploy constrained, deterministic agentic workflows that orchestrate tasks across multiple enterprise systems safely.
- LangGraph state machine architectures
- Human-in-the-loop (HITL) checkpoint approval gates
- Rigid Pydantic & Zod input/output data validation
- Tool-calling integration into ERPs, CRMs, and APIs
- Complete telemetry & audit logging
AI Platforms & Integrations
Implement, customize, and integrate enterprise AI platforms and search infrastructure into your existing technology stack.
- Enterprise AI platform adoption & custom agents (e.g. Glean)
- Custom enterprise data connectors (SharePoint, Confluence, ERPs)
- Vector search engine deployment (OpenSearch, Qdrant)
- Private VPC deployment (AWS, GCP, Azure)
- Enterprise Role-Based Access Control (RBAC)
Custom AI Applications
Engineer domain-specific AI software, internal co-pilot consoles, and automated document analysis pipelines tailored to your industry.
- Industry-specific workflow software (Insurance, Legal, Ops)
- Internal decision-support co-pilot interfaces
- High-throughput document extraction & comparison tools
- Scalable FastAPI & Python microservices
- End-to-end cloud infrastructure & security hardening
Have a Specific Implementation in Mind?
Let's evaluate your document sources, systems, and security constraints to design a custom implementation plan.
Book an Architecture Review