Context architecture, without the guesswork.

What we help teams figure out

Most enterprise AI programs stall between a promising demo and a production system that actually answers the right question from the right document. Consulting with TheHaze is about closing that gap — starting from your corpus, your governance constraints, and your agent stack.

• Use-case workshops — classify workflows by governance tier and decide where hybrid retrieval is enough vs. where governed mappings are required.
• Context-layer architecture reviews — ingestion, multi-representation indexing, ranking, and MCP packaging against your existing warehouses, document stores, and ontology infrastructure.
• Retrieval benchmarking — build evaluation sets on your data, measure Recall@k and context-assembly accuracy, and avoid leaderboard-driven model choices.
• Life sciences semantic governance — MedDRA/SNOMED-aware designs, graph vs. hybrid decisioning, and regulated vs. assistive agent patterns.

We don't replace your graph, warehouse, or document repositories. We help you make them agent-queryable — with measurable retrieval quality and a clear path to production.

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