LaunchDebrief: Post-Mortem Interview Script Generator & Insight Aggregator for Indie Product Launches

The Problem

Indie founders on r/indiehackers and Product Hunt launch threads consistently do post-mortems in public but almost never talk to the people who didn't buy — the silent majority who visited, bounced, or trialed and churned. LaunchDebrief generates a tailored async interview script based on the founder's launch metrics (traffic, signups, conversions), routes it to the right segment (visitors, trialists, churned), and aggregates responses into a structured insight report. It closes the gap between vanity launch metrics and actionable 'why didn't you buy' intelligence.

Target Audience

Indie SaaS founders and solo builders in the first 30 days after a Product Hunt or community launch

Monetization Angle

$12 per launch debrief (pay-per-use) or $29/mo unlimited for serial launchers

Recommended Tech Stack

Why Now

The explosion of 'build in public' culture means founders are more willing than ever to share launch metrics publicly, but the tooling for structured post-launch qualitative research at the indie scale has never existed.

MVP Scope

Founder pastes their launch stats (traffic, signups, churn rate), gets a 5-question async interview script tailored to their biggest drop-off point, with a shareable link to collect responses.

AI Angle

AI tailors the interview questions to the specific drop-off pattern (e.g. high traffic/low signup vs. high signup/low activation) and synthesizes free-text responses into a ranked insight summary.

Primary Risk

Getting enough non-buyer respondents to complete the interview is a cold outreach problem the tool cannot fully solve — low response rates could make the product feel useless.

Validation Checklist

• Search Product Hunt for launches with public 'lessons learned' posts and DM 15 founders asking what they wish they'd known from non-buyers
• Post a poll in r/indiehackers: 'After your last launch, did you systematically interview people who didn't convert?' and gauge the gap
• Manually run the workflow for 3 founders for free — generate their script, collect responses via Tally, write the summary by hand
• Ask those 3 founders if the insight was worth $12 and whether they'd use it again on their next launch

Who Would Pay For This

Likely buyers are founders, operators, and small teams with a recurring business process. Start with Indie SaaS founders and solo builders in the first 30 days after a Product Hunt or community launch 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 "SaaS indie hacker" in Multiple Sources, 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 Easy — buildable by a solo developer or small team
• Clear monetization path from day one

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