FAQ Genesis Universe
Enterprise-grade FAQ generation from any website — with value-governed agents, multi-step quality pipelines, and voice normalization.
Your Website Becomes a Verified Answer Engine
Watch documents flow into evidence-backed FAQ. Every answer requires citation. Scope conditions ensure the right answer reaches the right user.
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0
FAQ Generated
100%
Citation Required
3-tier
Risk Classification
0/5
Sources Scanned
Auto-generated. Evidence-backed. Scope-matched. Versioned & auditable.
Your Website Becomes a Verified Answer Engine.
Auto-generate FAQ from HP and user profiles. Every answer requires evidence. Scope conditions ensure the right answer reaches the right user.
Website / Docs / Logs
Raw knowledge sources
Knowledge Extraction
AI-powered analysis
FAQ Pack
Structured Q&A pairs
Versioned Registry
Governed deployment
Watch FAQ Planets Come to Life.
4 planets, 17 agents — from source connection to governed deployment.
Four planets. Seventeen agents. One governed universe.
Parallel Agents, Unified Quality
4 Planets. 17 Agents. 1 Governance Pipeline.
Raw data ingestion and normalization
Knowledge extraction and Q&A generation
Quality gates and approval flows
Serving, monitoring, and versioning
Source hash valid, no stale > 72h
min 1 citation per answer
low: auto, med: ops@, high: i@
Published + latest version only
17 agents operate in parallel. 4 gates enforce quality sequentially.
Every Agent Has a Role. No Agent Has All Roles.
17 specialized agents across 4 planet groups
HP crawl & diff detection
PDF/HTML structure extraction
User profile scope keys
Plan-based segmentation
Question extraction & clustering
RAG answer with citations
Terminology unification
Risk tier assignment
i@ review workflow
Tone & readability audit
Pack publish & rollback
Misanswer isolation
Scope-based FAQ routing
Citation binding for audit
Forbidden topic gate
Low satisfaction signals
Next FAQ update tasks
Separation is not bureaucracy. It is structural accountability.
Deployed Agents Work Simultaneously.
Chief MARIA orchestrates. Quality loops never stop.
Parallel generation. Evidence-locked. Zero contradictions.
Understands Real Voice, Not Just Text.
Converts conversational speech into structured, searchable FAQ entries.
maria oh ess pricing plans
MARIA OS pricing plans
cancel the lead order
cancel / the lead / lead order ?
“Just to confirm — did you mean cancel the lead, or cancel the lead order?”
Answers That Do Not Degrade Over Time.
Continuous monitoring, automatic correction, and evidence-based quality gates.
qualityScore = 0.30C + 0.20F + 0.20S + 0.10min(1, E/2) + 0.20*(1-H) - 0.10*P
faq_183 degradeScore 0.31
Impact assessment complete
ops@ confirmed rollback
No Answer Without Evidence. No Release Without Approval.
Every FAQ goes through a governed pipeline before reaching end users.
FAQ is not a list. It is a governed Universe.