Answers with provenance
Every material claim carries the source, page, version, retrieval time, and evidence excerpt behind it.
Enterprise workforce intelligence
Ask your workforce knowledge. Trust every answer.
TalentAtlas turns approved HR policies, role frameworks, and talent documents into a governed research workspace—with citations, access controls, abstention, and auditability built in.
Tenant-isolated retrieval OpenAI + Ollama Citation-first answers
Policy research
PRIVATE WORKSPACEHow much paid parental leave do primary caregivers receive?
Grounded answer2 sources · policy v3
Primary caregivers receive 16 weeks of paid parental leave, subject to the eligibility conditions in section 4.
Parental Leave Policy · p. 4
Benefits Handbook · p. 19
98% citation
4.2s answer
Scoped access
Evidence states
6 explicit answer outcomes
Retrieval boundary
Tenant + conversation scoped
Deployment
Cloud or private inference
Visibility
Coverage, freshness, quality
The governed answer layer
Built for consequential workforce questions.
A polished chat is only the surface. Underneath it, TalentAtlas preserves source authority, access scope, model behavior, and operational evidence.
Authorization inside retrieval
Tenant and conversation access controls travel with every chunk—before ranking, not after an answer is generated.
Knowledge intelligence
See coverage gaps, stale policies, retrieval health, citation quality, and unanswered workforce questions in one control plane.
Model and infrastructure choice
Run OpenAI for managed quality or Ollama for private inference without changing evidence, policy, or audit semantics.
Private by architecture
Your HR knowledge does not become someone else's context.
Retrieval filters are enforced at the vector-store boundary, records are protected by Postgres row-level security, and private documents stay outside public storage.
Identity and tenant membership validated on every request
Conversation-scoped documents and attributable citations
Fail-closed production configuration and minimized audit events
Abstention when evidence is missing, stale, or contradictory
From document to decision
One governed flow, end to end.
Source lifecycle and answer quality remain visible instead of disappearing behind a chat box.
01
Ingest approved knowledge
Upload scoped PDFs and preserve classification, version, ownership, and provenance.
02
Retrieve authorized evidence
Hybrid-ready retrieval applies tenant and conversation constraints before ranking.
03
Answer, cite, or abstain
The model returns an explicit evidence state, exact citations, and auditable provider metadata.
Talent intelligence, with evidence