- RETENTION
- REVENUE
- VANITY
- HUMAN
Short answer
How can I use AI to find real growth signals?
Your AI ignores surface-level numbers like total signups and focuses on retention and revenue. It pulls the specific data points that prove product-market fit. Here is how it breaks down your metrics.
Where your data lands.
The outcomes of your analysis.
The AI processes your raw numbers into these four specific categories.
RETENTION
Cohort health checks
The AI identifies how many users actually stick around. You get a clear view of churn and long-term engagement.
REVENUE
Real money indicators
It isolates actual revenue drivers from mere interest. This shows you if people are willing to pay.
VANITY
Noise reduction
The AI flags metrics like total downloads or signups that don't correlate with growth. It keeps your focus on what matters.
HUMAN
Strategic decisions
The AI presents the findings, but you decide which product pivots to make based on the trends it uncovers.
The workflow
What your AI does when the data arrives.
The AI acts as a filter between your raw database and your strategic decisions.
Filter noise
The AI scans your metrics to separate superficial growth from sustainable traction.
validate_yc_startupIdentify retention
It looks for patterns in user behavior to see who stays and who leaves.
validate_yc_startupIsolate revenue
The agent pulls out the specific metrics that indicate real financial growth.
validate_yc_startupSummarize trends
It turns complex data tables into a clear summary of your startup's health.
validate_yc_startup
Try it
Copy these to start.
Use these prompts to kick off your analysis.
Starting points
These are opening lines. Replace the bracketed text with your specific data source or metric name.
YC Startup Prover Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_g1EMCKEIjzrv2vEB6KdwkkLWZjkjDWP97a5rpZ9x/mcpClaude Desktop
Follow the steps below to connect in seconds.
- 1In Claude Desktop, open Settings → Connectors.
- 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
- 3Click Add and start a new chat — YC Startup Prover capabilities are ready to use.
{
"mcpServers": {
"yc-startup-prover-mcp": {
"url": "https://edge.vinkius.com/vk_preview_g1EMCKEIjzrv2vEB6KdwkkLWZjkjDWP97a5rpZ9x/mcp"
}
}
}Look at my Stripe data and tell me if my revenue growth is actually accelerating.
Analyze my user signup sheet and filter out anyone who hasn't logged in for 30 days.
Based on my recent cohort data, what is my real retention rate compared to last month?
Check my product usage logs and find the correlation between feature X and paid conversions.
Claude
ChatGPT
Cursor
VS Code
Windsurf
Claude Code
JetBrains
Cline
Start here
Connect YC Startup Prover once, then ask.
Just link your data source. Your credentials stay encrypted, and you can start asking questions immediately.
Connect YC Startup Prover to your AIFAQ
How this task behaves.
- 01
Can the AI change my data in my database?
No. The AI only reads your data to perform analysis. It cannot write, delete, or modify your records.
- 02
Will it automatically create reports for me?
No. The AI provides the analysis and summaries in your chat, but it doesn't generate external files or scheduled reports unless you ask it to draft the text.
- 03
Does it work with any data source?
It works with any data source you can provide to your AI client once the connection is established.
- 04
Can it tell me why a specific user churned?
It can identify patterns in churned users, but it cannot know the personal reasons a human decided to stop using your product.
- 05
Is my data used to train other models?
No. Your data is used only to provide context for your specific session.
More questions about YC Startup Prover? The Connector page answers them. See everything the YC Startup Prover Connector can do
Connect YC Startup Prover to Claude, Cursor, ChatGPT & more
