AudienceAutopsy: Community Platform Migration Risk Scorer for Indie SaaS Founders

The Problem

Indie SaaS founders who built distribution on Twitter/X, Reddit, or Slack communities repeatedly post on HN and r/indiehackers about platform risk after API shutdowns, algorithm changes, and subreddit bans gutted their growth channels overnight. This tool lets a founder input their current distribution mix (newsletter size, Twitter followers, Reddit karma/subreddit dependency, Discord members) and outputs a platform concentration risk score with a prioritized migration playbook — which channel to diversify into first, estimated effort, and real case studies from founders who survived similar platform collapses.

Target Audience

Bootstrapped SaaS founders and indie hackers with 80%+ of their distribution on one or two platforms

Monetization Angle

$8/mo for ongoing risk monitoring with weekly platform health alerts; free one-time score to drive top-of-funnel

Recommended Tech Stack

Why Now

Twitter/X API pricing shock in 2023 and Reddit's API crisis in mid-2023 burned hundreds of indie founders simultaneously, creating acute awareness of distribution concentration risk that has no tooling solution yet.

MVP Scope

A web form where founders input their channel sizes manually; output is a concentration risk score, a one-page migration priority list, and three founder case studies.

AI Angle

AI synthesizes publicly available platform policy change history and maps it against the founder's specific channel mix to generate a personalized migration sequence, not a generic checklist.

Primary Risk

Distribution risk — the product itself lives on the same platforms it warns about, making acquisition a chicken-and-egg problem if Twitter/X engagement collapses.

Validation Checklist

• Post 'how many of you lost significant distribution when Twitter changed its API pricing?' on r/indiehackers and measure response volume
• Build a free one-page risk calculator with no backend and share it on HN Show — track unique visits and email captures in 48 hours
• Interview 10 founders who publicly posted about platform-related traffic drops and ask what tool they wished existed
• Validate willingness to pay by offering a $29 'distribution audit' as a manual service before automating it

Who Would Pay For This

Likely buyers are founders, operators, and small teams with a recurring business process. Start with Bootstrapped SaaS founders and indie hackers with 80%+ of their distribution on one or two platforms and validate whether this can replace a spreadsheet, manual review, or consultant workflow.

First 10 Users

Find the first 10 users by searching for recent complaints around "indie hacker SaaS" in Hacker News, developer communities, GitHub issues, and niche Slack or Discord groups. Offer a concierge version first: manually solve the workflow for a few users, then automate only the repeated steps.

Idea Playbooks

This opportunity also appears in curated IdeaGenius playbooks for builders comparing adjacent markets.

More Developer Search Paths

Why This Idea Has Legs

• Sourced from real discussions and complaints across Reddit and social media
• Cross-checked against recurring demand signals in the IdeaGenius archive
• Difficulty rated Medium — buildable by a solo developer or small team
• Clear monetization path from day one

Generate Your Full Project Spec

Get a complete blueprint for building this app — tech stack, database schema, API endpoints, go-to-market plan, and more. Generated by AI in seconds. Download as Markdown.