Structured vector intelligence programmes

A focused two-week engagement comparing embedding model families against your document sample. We run chunking experiments, measure recall@k on held-out queries and document dimensionality trade-offs for your target vector store.

Deliverables include a model shortlist with benchmark tables, recommended chunking policy, metadata enrichment plan and infrastructure sizing notes.

End-to-end retrieval-augmented generation architecture for production knowledge systems. We design ingestion workflows, reranking layers, grounding policies and evaluation harnesses aligned with your LLM provider and access-control model.

Outputs include architecture diagrams, prompt template library, guardrail specifications and a phased rollout timeline.

Hybrid search rollout programme combining dense vectors, BM25 lexical retrieval and metadata filters. We map query analytics requirements, index sharding strategy and migration path from legacy keyword search.

Deliverables cover search relevance benchmarks, query-log instrumentation plan, operator training materials and post-launch tuning schedule.

Graph-augmented retrieval for regulated domains where entity relationships matter as much as document similarity. We design entity extraction pipelines, linking strategies and graph-walk retrieval policies integrated with your vector index.

Includes ontology review, triple-store or property-graph recommendations, and hybrid query patterns that combine subgraph context with dense retrieval.

Pre-production hardening for teams with a working prototype. We audit index refresh procedures, embedding drift monitoring, cost projections at scale and disaster-recovery playbooks for vector stores.

Outputs include runbooks, SLA recommendations, alerting thresholds and a quarterly reindex calendar.

Twelve-week intensive combining embedding strategy, pipeline blueprint and semantic search launch for large document corpora. Cross-functional workshops with engineering, legal and product stakeholders ensure alignment before build begins.

Includes weekly checkpoint reviews, vendor RFP support and final architecture sign-off package suitable for board or procurement submission.