Session/Production Engineering Lead, Major Automotive OEM

Jürgen Eckhardt

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Knowledge matters.

Every expert holds answers others can't find. We make sure those answers stay.

Institutional Knowledge, Structured

Capture the knowledge
your organization
actually runs on.

LegacyAI turns expert conversations into structured, searchable company knowledge — reviewed by your team and ready to use across documentation, onboarding, and AI workflows.

LegacyAI — Analytics
Acme CorpCompany
+ New Session

Analytics

Knowledge capture metrics and organizational coverage

Capture Completion
52%
Up from 39%
Employees Covered
3/8
5 remaining
Transcripts Pending
2
Action needed
Knowledge Packs
5
+2 this week

Coverage by Department

Engineering
78%4 ses.
Operations
45%1 ses.
Customer Success
88%2 ses.
Product
0%0 ses.

Knowledge Loss Alert

Sarah Chen (Engineering Lead) leaves in 14 days — 0% captured.

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Trusted by industry leaders

Soon to be revealed

Most of what your company knows was never documented.

Processes, decisions, and domain expertise live in conversations — not systems. When you need that knowledge for onboarding, for AI, or for operational continuity, it either can't be found or simply no longer exists.

Scale

16.5M

30% of your most experienced knowledge holders will retire or move on by 2036. Most organizations have no system to capture what they know.

Undocumented

70%

of your company's operational knowledge lives only in conversations, habits, and expert intuition — never captured, never findable.

Operational Cost

+6 mo.

It takes 6–12 months to rebuild operational capacity after critical undocumented knowledge is lost. Documentation after the fact doesn't solve this.

From expert conversation to structured company knowledge.

Four steps to preserve institutional memory. Every step includes human review and approval.

01

Expert Interview

AI conducts structured conversations with your subject-matter experts, using context-aware follow-up questions to surface knowledge that rarely makes it into documents.

02

Human Review

Every transcript is reviewed and approved by your team before any processing. You control what gets captured and how it's framed.

03

Knowledge Structuring

Approved content is cleaned, classified, and organized into discrete knowledge blocks — each with source attribution, departmental context, and retrieval metadata.

04

Integrate & Deploy

Structured knowledge exports to your documentation system, knowledge base, or AI workflows — ready for search, onboarding, and retrieval.

From conversation to company asset.

A single expert interview becomes a set of organized, searchable knowledge blocks — each with context, source, and clear ownership.

Raw transcript

00:04:32

“...the Tuesday failure is usually the upstream vendor sync. You SSH into the jump box, run restart_sync.sh, then notify ops-channel...”
Structured knowledge
WorkflowNightly Batch Recovery
SystemProduction Jump Box
Scriptrestart_sync.sh
Stakeholder#ops-channel

Semantic Chunking

Knowledge is split into self-contained blocks — each chunk carries enough context to stand on its own, so an AI never retrieves information without understanding where it came from.

Topic-aware boundaries · Context-preserving splits · Relationship metadata

Organizational Context

Every knowledge block is tagged with organizational metadata — who said it, which system or process it relates to, and which team owns it.

Source attribution · Department tagging · Role context

Retrieval-Ready Output

Structured knowledge exports as embeddings, indexed documents, and linked knowledge graphs — ready for semantic search, RAG pipelines, or your existing documentation system.

Vector embeddings · BM25 indexing · Knowledge graph · API export

Coverage Analytics

Track knowledge capture progress across teams and systems. See where critical knowledge exists — and where it doesn't.

Workflow Management

Assign reviewers, schedule interviews, and manage knowledge capture workflows across departments.

Human Review & Approval

Multi-stage review ensures every knowledge artifact is accurate, relevant, and approved by your team before it enters the system.

Where expert knowledge matters most.

LegacyAI works wherever domain expertise and institutional context need to be captured — not just at offboarding, but continuously.

Engineering Knowledge

Deployment workflows, infrastructure quirks, undocumented system behavior — the operational knowledge that keeps your stack running and never makes it into the wiki.

"The staging deploy needs a manual cache flush on node-3 or it'll 500 for 20 minutes."

Operations & Compliance

Vendor relationships, escalation paths, compliance edge cases — the institutional knowledge that only exists because someone learned it the hard way.

"For DACH region invoices, CC compliance@ or the payment gets held for three weeks."

Customer Intelligence

Account histories, client preferences, and relationship context — structured so knowledge travels with the account, not with the person.

"The Müller account — never schedule calls before 10am, and always loop in Thomas."

Strategic Context

Decision rationale, stakeholder dynamics, and the reasoning behind your current direction — the context that shapes every future decision.

"We chose Cloud Provider A because of the automotive client contract terms — that's not in any document."

Structured knowledge, put to work.

Once captured and organized, expert knowledge starts working immediately — for your team, your new hires, and your AI.

Onboard faster

New team members get structured knowledge from domain experts from day one — processes, context, and institutional reasoning. Not a generic onboarding deck.

Power your internal AI

Export structured knowledge directly into your AI assistant or search. Context-rich, source-attributed, findable.

Build a living knowledge system

Not a wiki that goes stale. A structured, continuously indexed base that grows with every interview session.

See your knowledge gaps

Coverage analytics show which teams, systems, and processes have no documentation — so you can act before the gap matters.

Audit-ready documentation

Regulated industries need approved, traceable records. Every LegacyAI session produces documentation with human review built in.

Reduce key-person risk

Critical operational knowledge in one person's head is a business risk. Capturing it is how you turn that risk into organizational resilience.

The expertise stays.
The person moves on.

Start preserving institutional knowledge today. Set up in minutes.

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