AI for data analysis · How Founders Use AI

Which metrics should my startup track, and how can AI help me stay on top of them?

Track the handful that would break your business if they moved the wrong way: revenue or MRR, retention and churn cohorts, CAC, and runway, anchored by one North Star metric. AI helps twice: it computes these from raw exports (a cohort table from a Stripe CSV in one prompt) and, inside tools like Amplitude, it now watches metrics continuously and flags anomalies. Founders tracking 30 metrics track none of them well.

On the AI map, 29 October 2026 Spreadsheets, data and internal toolsFinance and accounting

Go deeper18 sources

• Key Startup Metrics (YC Startup Library)

  Y Combinator (Tom Blomfield) · Guide · 2024

  YC's canonical answer to which numbers matter and how to use them in decisions.
• B2B Startup Metrics (Startup School)

  Y Combinator · Video · 2024

  The B2B metrics lecture: MRR, churn, and what investors will actually probe.

  Watch it here

  
• Consumer Startup Metrics (Startup School)

  Y Combinator · Video · Jan 2024

  Growth, unit economics, and retention for consumer products, from the source.

  Watch it here

  
• Adora Cheung: How to Set KPIs and Goals

  Y Combinator · Video · 2019

  The classic on picking one KPI and refusing vanity metrics.

  Watch it here

  
• How to choose a metric and set your KPI

  Y Combinator · Guide · 2019

  The short written version to revisit each planning cycle.
• Retention Is All You Need

  Andreessen Horowitz · Article · 2025

  Fresh retention benchmarks including the AI-era 'smiling curve' phenomenon.
• The P9 Guide to Cohort Analysis in SaaS

  Christoph Janz (Point Nine) · Guide · 2019

  Still the best cohort-analysis explainer written for first-time SaaS founders.

All 18 sources

• SaaS Cohort Analysis using AI

  SaaS.wtf · Article · 2024

  Shows AI building your cohort table when spreadsheets intimidate you.
• Churn Analysis using ChatGPT

  SaaS.wtf · Article · 2024

  A worked churn analysis with ChatGPT you can replicate on your own export.
• Cohort Retention Analysis: How to Separate Real Users From AI Tourists

  Userpilot · Article · 2026

  Warns how AI-driven signup waves distort early retention data.
• 15 Essential Startup Growth Metrics & KPIs to Track

  F22 Labs · Article · 2025

  An India-based product studio's metric list mapped to SaaS vs e-commerce.
• Cohort Analysis for Retention: A Founder's Guide

  MEAN CEO · Guide · 2026

  Jargon-free cohort mechanics aimed at founders, not analysts.
• Analytics Stack for Different Startup Stages: Pre-Seed to Series

  MEAN CEO · Guide · 2026

  Argues for fewer numbers, better defined, matched to your stage.
• SaaS Cohort Analysis: A Guide for Businesses

  Stripe · Guide · 2024

  The payments provider's clean explainer, handy since your revenue data lives there.
• How to Cut Churn Using Cohort Analysis (No Jargon)

  Baremetrics · Article · 2024

  Turns cohort tables into concrete churn-reduction actions.
• Amplitude AI Agents: Smarter Product Decisions

  Adasight · Article · 2025

  A practitioner's guide to letting AI agents monitor your metrics for you.
• Data Analytics for Startups: A Stage-by-Stage Framework

  Definite · Guide · 2024

  What to measure and build at each stage so you never over-invest early.
• The Founder's Guide to an AI-Native Data Stack in 2025

  Tasman Analytics · Guide · 2025

  How to set up metrics infrastructure that AI tools can actually reason over.