AI knowledge governance & verified expert memory

AI Knowledge Governance
for Verified Expert Memory.

DebriefCore captures expert knowledge, structures it with Nova, routes it through human review, and preserves it as approved organizational memory. Voice-aware, audit-ready, and built for high-skill teams that cannot afford AI hallucinations.

Human-approved AI. Not AI pretending to be policy. Every Nova answer comes from approved knowledge only.

Available in English and Spanish for capture and draft workflows.

Debrief Record #0241
Draft
Mode
Instructor
Status
Draft — Human Review Required

Key observations

  • Stabilized approaches improving
  • Crosswind flare needs review
  • Next lesson: pattern work + go-around criteria

Approval chain

Capture
Draft
Review
Approved

Sample debrief record — not real customer, student, or company data.

Who it's for

Different skilled teams. One disciplined review workflow.

Built for skilled teams that cannot afford AI hallucinations — jobs that lean on human judgment, field experience, and safety awareness. Each organization's knowledge is captured, reviewed, approved, and briefed by Nova separately.

Skilled Trades

Plumbing, electrical, HVAC, construction, and facilities teams preserve field lessons, troubleshooting steps, and apprentice knowledge before experience walks out the door.

PlumbingElectricalHVACConstructionFacilities

Field Operations

Capture what actually happened on-site, document decisions, and turn real-world experience into reviewed knowledge.

Site visitsField serviceInspectionsShift handoffs

IT & Technical Operations

IT, network, and wireless teams preserve troubleshooting knowledge, outage lessons, configuration decisions, and repeatable procedures.

IT supportWirelessNetworkingInfrastructure

Aviation & Training

Flight instructors, aviation teams, and trainers capture lessons from instruction, safety events, student progress, and operational debriefs.

Flight instructingStudent progressSafety eventsDebriefs

Maintenance & Field Service

Maintenance and repair teams capture equipment lessons, recurring failures, repair steps, inspection notes, and field-tested fixes.

EquipmentVehiclesFacilitiesRepair notes

Safety & Crew Operations

Safety teams, crews, and supervisors turn debriefs, near misses, incidents, and shift lessons into reviewed organizational memory.

Near missesCrew lessonsShift debriefsSafety notes

AI drafts. Humans approve. Nova briefs.

02The problem

Your AI should not guess. Without governed knowledge, that is exactly what it does.

Most AI tools answer from whatever they can find. DebriefCore is different — expert knowledge gets captured, reviewed, approved, and assigned an owner before Nova answers from it. No raw AI notes pretending to be policy.

Lessons disappear

What is learned on a shift, flight, repair, or training event often stays in the moment.

Handoffs drift

Every expert hands off differently, so the same lesson can become inconsistent over time.

Knowledge stays personal

Hard-won judgment lives inside people instead of becoming organization-owned knowledge.

03The workflow

A controlled path from debrief to approved knowledge.

Every capture moves through the same disciplined chain — draft first, review always, and nothing becomes official without a qualified human in the loop.

Step01

Capture

Guided prompts collect what happened and what should be remembered.

Step02

Draft

DebriefCore organizes the debrief into structured draft outputs.

Step03

Review

A qualified person checks, edits, and approves the draft.

Step04

Approve

Only reviewed outputs move forward as approved knowledge.

Step05

Preserve

Approved lessons become searchable and reusable beyond one memory.

Step06

Deliver

Context Packs prepare the right knowledge for the right role.

04Debrief Rooms

Choose your debrief room.

Each room is structured around how a professional team captures, reviews, and preserves lessons from real work.

RM-01 · MentorAvailable

Mentor Debrief Room

Skilled Trades & Field Service

Capture senior technician knowledge, troubleshooting lessons, job-site notes, and apprentice coaching.

Example outputs

SOP draft · Job summary · Apprentice guide

RM-02 · InstructorAvailable

Instructor Debrief Room

Flight Schools & Aviation Training

Capture lesson debriefs, student progress, instructor handoffs, and checkride readiness concerns.

Example outputs

Lesson summary · Instructor handoff · Study focus

RM-03 · MaintenanceAvailable

Maintenance Debrief Room

Aviation Maintenance

Capture discrepancies, inspections, repairs, recurring faults, and mechanic-to-mechanic handoffs.

Example outputs

Troubleshooting checklist · Maintenance handoff

RM-04 · CrewComing next

Crew Training Room

Airlines & Simulator Centers

Capture recurrent training debriefs, CRM observations, checklist discipline, and scenario improvement notes.

Example outputs

Crew debrief · Scenario improvement note

On the roadmap

RM-05 · SafetyEnterprise

Safety Review Room

Safety & Training Programs

Standardize safety lessons, risk themes, communication breakdowns, and training gaps.

Example outputs

Risk theme · Safety lesson · Training gap summary

On the roadmap

05Trust layer

Built for trust before scale.

DebriefCore is designed around draft-only outputs, organization-scoped access, human review, and a roadmap toward recognized security, privacy, and safety best practices.

View Security & Trust

Draft until approved

Generated outputs stay as drafts until a qualified human reviews and approves them.

Organization-owned knowledge

Workspaces are designed around organization-scoped access and reviewed knowledge ownership.

No anonymous generation

Anonymous visitors can view sample data, but they cannot create real outputs.

Built toward trust

Security, privacy, and safety practices are treated as part of the product foundation.

Knowledge stays current

Set review cycles, flag stale articles, and track every governance action — approved knowledge doesn't have to drift.

Knowledge Governance

Built for teams where wrong answers are not acceptable.

Generic AI can summarize anything. DebriefCore is different. It helps your team capture expert knowledge, review it, approve it, assign ownership, track risk, and answer only from what your organization has verified. Every AI-generated output remains a draft until an authorized human approves it — with role-based permissions, review workflows, revision history, audit logging, and stale-knowledge checks built in.

Human-approved knowledge capture

Every AI-generated output stays a draft until a qualified human reviews and approves it. No auto-approval.

Five-stage AI review pipeline

Every draft passes through Quality Review, Evidence Verification, Safety and Risk, Governance Routing, and a final Meta Review before a human ever sees it — narrowing what reviewers need to check, never replacing their approval.

Built for multi-user review

Role-based access (owner, admin, reviewer, contributor, viewer) controls who can capture, review, approve, and read knowledge.

Governed knowledge lifecycle

Review dates, criticality, ownership, and governance status keep approved knowledge current and accountable.

Revision history and audit trails

Every approval, edit, stale-marking, and governance change is recorded with who acted, what changed, and when.

Keep approved knowledge current

Daily automated stale-knowledge checks flag overdue articles so teams always know what needs review.

Learn about AI knowledge governance

Nova · Executive Knowledge Intelligence

Nova briefs your team from approved knowledge — only.

Once knowledge is approved, Nova puts it to work. DebriefCore's intelligence layer answers from your governed organizational memory only — showing its sources, preparing decision briefs, red-teaming what you know, and surfacing the gaps before they reach the field. It does not answer from unapproved content, and it tells you what it does not know.

Approved-only answers

Nova answers only from knowledge your team has reviewed and approved. If it is not approved, Nova will not state it as fact.

Proof Mode

Every answer can show the exact approved sources it used — with confidence, source ownership, and review dates — so people can verify, not just trust.

Decision Brief

On request, Nova returns a structured recommendation, rationale, risks, and next action — grounded in approved knowledge, as a draft to inform a human decision.

Red Team Review

Ask Nova to challenge your approved knowledge and surface risks and gaps before they cost you in the field.

Knowledge Gap Autopilot

When there is no approved answer, Nova surfaces a knowledge gap to capture — instead of guessing.

Daily briefing

Nova greets leaders with the real numbers from their workspace — unowned, stale, and high-risk knowledge — drawn from actual data, never invented gauges.

Frequently asked

What people ask

What is DebriefCore?

DebriefCore is a human-reviewed knowledge capture platform for skilled teams. It helps you capture lessons from real work, turn them into structured drafts, review and approve them, and preserve them for future jobs, training, handoffs, and operations.

Is DebriefCore just another AI chatbot?

No. DebriefCore isn't built to replace experts — it's built to preserve their knowledge. AI helps create structured drafts, but nothing becomes official until a qualified human reviews and approves it.

Can users upload photos, and are they analyzed by AI?

You can attach reference photos to support the record and help the reviewer with context. Reference photos are for review only — they are not sent to any AI model.

Does the AI approve the knowledge?

No. AI only helps draft and organize the information. Approval belongs to a qualified human reviewer — there is no auto-approval anywhere in the product. AI drafts. Humans approve.

Is DebriefCore replacing trainers, instructors, or senior technicians?

No — it supports them. It preserves what experienced people know so teams can train faster and avoid repeating mistakes. The expert stays the final authority.

Is DebriefCore bilingual?

Yes — end to end. A Spanish-speaking team member can capture a lesson in Spanish, and an English-speaking manager, specialist, or instructor can review and approve it in English (and vice versa). Knowledge stops getting trapped by language.

Is there a free plan?

No. DebriefCore doesn't offer a free plan — every plan starts with a 14-day free trial so you can try it risk-free.

What plans are available?

Team for small teams capturing and governing expert knowledge (up to 5 users, $199/mo or $1,990/yr), Operations for the full governed intelligence layer with Nova Boardroom (up to 10 users, $799/mo or $7,990/yr), and Enterprise Control (custom, from around $2,500/mo) for larger or regulated teams. Every paid plan starts with a 14-day free trial.

See all questions
06Start small

Don't let expert knowledge walk out the door — or let AI guess where it went.

Capture what your experts know. Review it. Approve it. Let Nova brief from approved knowledge only — not from guesses, summaries, or raw AI notes.