Built for the people who write, lead, and ship

Three personas who lose the most to AI amnesia — solo developers, engineering leads, and product managers — and how MindVault's MCP knowledge graph fixes each.

PERSONA 01

Solo developers capturing architecture decisions

  • Decision context dies in Slack threads — "why did we pick Postgres over Dynamo?" has no canonical answer.
  • You re-explain the same tradeoffs to every new AI session, then forget what you told it last week.
  • Architecture Decision Records rot in wikis nobody reads and never reach the moment a future-you actually needs them.
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PERSONA 02

Engineering leads tracking team interviews

  • 1:1 notes end up scattered across Google Docs, Notion, and your memory — none of them searchable from one place.
  • It's hard to remember what each report is blocked on week-to-week, so the same blockers surface in every retro.
  • Onboarding a new hire means re-telling the same team history from scratch instead of pointing them at a brain that knows it.
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PERSONA 03

Product managers logging user research calls

  • Interview transcripts pile up in Drive folders and lose the participant context (who said what, when, why).
  • Insights from last quarter's research don't reach today's AI — months of patterns are effectively invisible to the tools you actually use.
  • Cross-call patterns stay hidden without manual synthesis, so the same themes get re-discovered every planning cycle.
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How MindVault compares

An honest look at four capabilities — full check, partial credit where it counts, and an em-dash where it doesn't apply.

Capability MindVault Notion AI ChatGPT Memory Plain notes
MCP server for Claude Desktop ✓ — — —
Structured knowledge graph (entity / attribute / value) ✓ partial — —
AI interview sessions that extract facts ✓ — — —
Persistent across every Claude conversation ✓ — partial —

Want the full Notion tradeoffs?

The table above compares capability. For a deeper look at MCP integration, lock-in, pricing, and agent-readability, see the dedicated comparison.

See the full vs. Notion comparison → MindVault vs Notion — tradeoffs side-by-side →

Don't see your role?

MindVault is a general-purpose brain for whoever has to repeat themselves to AI. Tell us what you'd capture.

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