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Build what wins deals, in the buyer's own words

The gaps buyers name most, ranked by the deals they touch, with the quotes behind them. Roadmap arguments settled with evidence, not the loudest opinion.

Works inClaudeChatGPTCursorCopilotSlackand any MCP client

Question: Rank the product gaps that cost us deals in the last two quarters, with the buyer quotes.

Used Calven MCP

Answer:
  1. SCIM provisioning on the mid tier: 6 lost deals. "Security wouldn't sign off without SCIM." (VP IT, lost to Northwind)
  2. dbt Cloud integration: 4 lost deals. "Half our models live in dbt Cloud. That was the end of it." (Data lead, no decision)
  3. On-premises hosting: 3 lost deals, all to Northwind, 2 of them banks.
Northwind already offers two of the three.

Sources: 21 win/loss interviews · 38 calls · Northwind dossier

Example workspace. Names and numbers are illustrative.

What can product teams use Calven for?

Roadmap cases, PRDs, parity calls and launch messaging that start from the deals you lost and the words your buyers use on calls. Calven is the approved context your AI workflows need to scale across the team and still be trusted.

Use cases

Example prompts for gap prioritization

Ask any of these in Claude, ChatGPT or any AI tool connected to Calven.

  • Rank the product gaps that cost us deals in [the last two quarters], with the buyer quotes.
  • Check how far [gap] reaches beyond lost deals: calls, open pipeline, trend.
  • Does [competitor] have [gap], and did it decide the deals we lost to them?
  • Turn this gap shortlist into a one-pager for roadmap planning: [paste the shortlist]
  • Tell sales what happens with each gap and what to say meanwhile: [paste the decisions]
  • Backtest our gap ranking on last year's deals and find out which rule actually predicts the losses that follow.
  • Replay every deal we lost on [gap] as if we'd shipped it, and count how many would really have flipped.
  • Is [gap] real or one loud customer? Give me a Bayesian estimate and update it as each new deal lands.
  • How many lost deals named [gap], and how much was at stake?
  • Did [gap] decide those deals or come up in passing?
Open the full prompts on GitHub

No new tool to learn

Calven works where your team already does: in Slack, and in Claude, ChatGPT or any AI tool through Calven MCP. Nobody opens another app to get the approved story.

In Slack

Mention @Calven in a thread or send it a DM. It answers from the approved version, with sources.

Nina Volkova9:12 AM

Does Northwind have a dbt Cloud integration, and did it decide the deals we lost to them?

CalvenAgent9:12 AM

Yes, since June, per the Northwind dossier.
It decided one deal. dbt Cloud came up in 4 lost deals: 1 went to Northwind, 3 ended in no decision. Those buyers didn't switch, they stalled.
In their words: "Half our models live in dbt Cloud. That was the end of it." (Data lead, no decision)

Sources: Northwind dossier · Win/loss, 4 deals · Deal drivers

Example workspace. Names and numbers are illustrative.

In your AI tool

Add Calven to the AI workflows you already run. Every step reads from the approved version, with sources.

Question: Pressure-test this PRD's problem section against the evidence.

PRD: SCIM provisioningGoogle Doc

Used Calven MCP

Answer:
Holds: the cost. SCIM decided 6 lost deals this year, 4 to Northwind, and security sign-off is the reason buyers give.
Push back on: "every enterprise prospect asks for SCIM". It came up in 9 of 38 calls, all mid tier.
Missing: the workaround. Two customers script provisioning by hand today, and Kestrel Payments said so on a call.

Sources: 21 win/loss interviews · 38 calls · Northwind dossier

Example workspace. Names and numbers are illustrative.

What changes when product teams' AI tools read from Calven?

Product teams using AI without a shared source get confident PRDs built on anecdotes. Connected to Calven, every roadmap case, PRD and launch starts from the same deal evidence and approved story.

Pain pointWithout CalvenWith Calven
PrioritizationRoadmap debates won by the loudest voice or the last big customerGaps ranked by the deals they cost, with the buyer quotes behind each
ParityFeature parity chased on every competitor launchMatched where buyers decided deals on it, skipped where they did not
PRDsProblem sections that start from "several customers asked"Problem sections with quotes, affected accounts and the deals at stake
FeedbackCustomer feedback scattered across ten tools and read by whoever has timeThemes with quotes, momentum and revenue tie, every period
LaunchesLaunch messaging written after the build, claims checked by nobodyPositioned from the approved story on day one, every claim checked against the product brief
Sales questionsReps ask product the same questions in Slack every weekA sales FAQ answered from the product brief, including what you do not do

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Questions, answered

How does Calven help product managers?

It turns win/loss interviews and calls into evidence product can use: gaps ranked by the deals they touched, competitor feature comparisons, customer themes with quotes, and launch messaging from the approved positioning.

Can Calven rank feature requests by revenue impact?

Calven ranks product gaps by the number of deals each one touched in win/loss interviews and calls, with the buyer's words and the competitor involved. It uses the deals in your workspace, not estimates.

Does it work in Cursor or Claude Code?

Yes. Calven MCP works in any MCP client, including Cursor, Claude Code, Codex and VS Code with GitHub Copilot, so a PM or engineer can pull buyer evidence while writing a PRD or a spec.

Do product teams need to log into Calven?

No. Product marketing runs Calven. Everyone else reaches the same approved context from the AI tool they already use over Calven MCP, or in Slack. Professional and Enterprise include unlimited seats, so each person signs in as themselves.

Which AI tools work with Calven?

Any client that supports remote MCP: Claude, ChatGPT, Cursor, VS Code with GitHub Copilot, Claude Code, Codex and others. Paste https://api.calven.ai/mcp, choose OAuth and sign in.