Use Case

Query your product history in seconds

“Why did we deprioritize SSO?” Cited answer in 12 seconds. The source Slack thread, the analytics data that informed the call, and the ticket where the decision was recorded. No archaeology. No pinging three people who might remember.

12 seconds

Average time to get a cited answer about any past product decision

Compared to 15-30 minutes of searching Slack, asking colleagues, and reconstructing context

Every source

cited and clickable for verification

Cross-project

answers spanning your entire product history

Decision timelines

trace how thinking evolved, not just the outcome

How the query engine works

Ask a question, get a cited answer, trace the decision, share it with your team. Every answer connects back to the data that informed it.

01

Ask any product question in natural language

Type a question the way you would ask a colleague. "Why did we deprioritize SSO last quarter?" "What was the retention impact of the onboarding redesign?" "Which projects touch the payments flow?" Vantage searches across your entire product history: PRDs, Slack threads, analytics data, design decisions, and ticket history.

  • Natural language queries, no special syntax
  • Searches PRDs, Slack threads, analytics, designs, and tickets
  • Cross-project queries spanning your entire product history
  • Follow-up questions to drill deeper into any answer
Query Engine
Why did we deprioritize SSO last quarter?
Suggested queries:
What was the retention impact of onboarding redesign?
Which projects touch the payments flow?
02

Get a cited answer in seconds

Every answer includes citations. When Vantage says "SSO was deprioritized because retention data showed 2% of users requested it and the engineering estimate was 6 weeks," you can click through to the Slack thread where the decision was discussed, the Amplitude report showing the 2% figure, and the Linear ticket with the engineering estimate. The answer is traced, not generated from a model's memory.

  • Answers in 12 seconds on average, not 12 minutes of Slack searching
  • Every claim links to the source: Slack thread, analytics dashboard, or ticket
  • Click-through to original sources for verification
  • Confidence indicators showing how well-sourced each part of the answer is
Cited Answer

SSO was deprioritized because retention data showed 2% of users requested it and the engineering estimate was 6 weeks.

Sources:
Slack#product-planning, Mar 12
AmplitudeFeature request report
LinearENG-445: SSO estimate
Confidence:
High
03

Trace decisions across time and projects

The query engine does not just find the latest mention. It traces the full history of a decision. When did we first discuss SSO? What changed our thinking? Who was involved in the final call? You get the timeline, not just the endpoint. This is especially valuable when team members leave and institutional knowledge would otherwise be lost.

  • Full decision timeline from first discussion to final call
  • See who was involved at each stage of the decision
  • Track how thinking evolved over time with linked sources
  • Preserve institutional knowledge even as team members change
Decision Timeline
Jan 8
SSO first discussed in planning
via #product-planning
Feb 15
Engineering estimated 6-week effort
via Linear ENG-445
Mar 12
Deprioritized: low demand vs effort
via quarterly planning doc
04

Share answers with your team

Copy a cited answer and share it in Slack, paste it into a meeting doc, or reference it in a PRD. The citations travel with the answer, so anyone who reads it can verify the sources. No more "I think someone said this in a meeting three months ago." The answer is sourced, shareable, and verifiable.

  • One-click copy with citations included
  • Share in Slack, docs, or meeting notes
  • Citations travel with the answer for verification
  • Permanent links to answers for future reference
Share Answer

SSO was deprioritized because only 2% of users requested it and engineering estimated 6 weeks.

SlackAmplitudeLinear
Link valid for anyone, no login needed
“The generated PRD is one of the best I've seen in the business. Crisp, not too long, to the point and got everything right.”

Nikhil

India Today

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