Fragmented documents
Policies and technical documents are spread across repositories with inconsistent metadata and versions. Search quality and ownership are difficult to manage.
Permission-aware retrieval for enterprise knowledge
Enterprise RAG knowledge base
Build a retrieval-augmented generation (RAG) system around your documents, identity controls, and infrastructure. Evaluate retrieval quality, answer grounding, latency, and cost before rollout.
Overview
Retrieve, cite, and evaluate
Connect document ingestion, vector retrieval, and knowledge-graph relationships to cited answers. Preserve source permissions across retrieval paths, evaluate against representative questions, and route unsupported answers to review.
Challenges
Fragmented knowledge slows teams down
These constraints are useful starting points for scoping priorities and acceptance criteria.
Slow onboarding
New engineers and analysts spend their first month asking the same questions senior staff have answered dozens of times. There's no single entry point for institutional knowledge. The result: senior ICs lose focus time to interrupts, new hires ramp slowly, and every team transition creates a temporary productivity crater.
Undocumented expertise
Incident response playbooks, customer escalation patterns, and domain-specific decision logic exist only in the heads of tenured employees. When they leave or transfer, that knowledge disappears permanently. There's no knowledge graph, no structured capture — just tribal memory that degrades with every departure.
Cross-team delays
A straightforward question — 'What's our SLA for Tier 2 support tickets?' — triggers a chain of Slack messages, email forwards, and meeting requests across three departments. Information silos inflate coordination costs and slow decision-making, especially during incidents or time-sensitive initiatives.
Mixed file formats
Word, PDF, Excel, and PowerPoint files lack a common schema. Without format normalization, full-text search returns incomplete or misleading results.
Data residency constraints
Regulated content and core IP cannot be routed through third-party cloud services. Compliance constraints rule out most off-the-shelf AI search products.
Capabilities
Retrieval, evidence, and access controls
Scope capabilities around your workflows and validate them against agreed requirements.
Current knowledge at query time
Retrieve from indexed source material at query time. Track document versions and ingestion freshness independently of model training.
Current knowledge at query time
Retrieve from indexed source material at query time. Track document versions and ingestion freshness independently of model training.
Delivery
How we deliver
Each stage has defined outputs and review criteria. Scope, dependencies, and timelines are agreed during discovery.
Discovery
Inventory sources, access rules, and representative questions.
What you receive
Scope, corpus inventory, and evaluation plan
Inventory sources, access rules, and representative questions.
What you receive
Scope, corpus inventory, and evaluation plan
Use cases
Where this service fits
Select a use case with clear owners, accessible inputs, and measurable outcomes. Validate it before extending the scope.
01 / 06
Policy & regulatory compliance
林Lin · Finance manager
Travel expense review
East China client visit · April 2026
Total claimCNY 2,619.50
- Owner
- Lin · Finance manager
- Business unit
- Enterprise operations
- Record ID
- EXP-2025042
- Last update
- 2026-09-10 10:24
- Submitted
- Manager approved
- 3Finance review
- 4Payment
3 records
| Item | Date / time | Amount | |
|---|---|---|---|
| 2025-04-14 | ¥553.00 | ||
| 2025-04-15 | ¥1,680.00 | ||
| 2025-04-15 | ¥386.50 |
3 expense items · CNY¥2,619.50
Access controlled · Version history retainedSaved 10:24
Compliance teams waste hours tracing policy clauses across multiple document versions. With section-level indexing and version-aware retrieval, users locate exact paragraphs via natural language queries. Responses include document IDs, section numbers, and effective dates — making internal audits and regulatory spot-checks fast and defensible.
Approach
Delivery priorities
Align implementation decisions with your integration, ownership, and operational requirements.
Corpus-specific evaluation
Tune parsing, retrieval, and ranking against domain queries. Compare changes using an agreed evaluation set.
Permission-aware retrieval
Enforce source permissions during retrieval and response delivery. Test revocation, group changes, and unauthorized queries.
Deployment and data-flow controls
Assess on-premises or private-cloud deployment. Review any external model traffic, retention, and access requirements; redaction alone does not establish compliance.
Reviewed integration interfaces
Expose documented APIs with authentication, rate limits, and audit logging. Confirm each destination’s integration requirements.
Index freshness and feedback
Define incremental update and reindexing strategies by source. Track ingestion failures, freshness, and unanswered queries.
Measured retrieval quality
Evaluate keyword, vector, and reranking strategies against corpus-specific relevance judgments and latency budgets.
Teams
Who this is for
A fit for teams with the following needs. Feasibility depends on system access, data readiness, and project scope.
Manufacturing
Equipment SOPs, QC standards, and process specifications are extensive — field teams need instant, accurate answers on the shop floor
Government & public sector
Regulatory frameworks, service procedures, and policy clauses are dense and frequently updated — precise retrieval is non-negotiable
Sales & GTM teams
Product positioning, pricing rules, competitive intel, and battlecards need to be instantly accessible to every rep in the field
Healthcare / legal / financial services
Highly regulated, knowledge-intensive verticals where accuracy is mandatory and citation-backed answers reduce liability
Engineering & construction
Contracts, blueprints, and regulatory filings are voluminous — high turnover makes structured knowledge retention a strategic priority
Retail & multi-location operations
Brand standards, training materials, and operational playbooks require unified, consistent access across hundreds of locations
Technology
Technology options
The stack is selected for workload, infrastructure, licensing, and team ownership. Listed technologies are options, not a mandatory bundle.
