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AI follow-up tracker for chat commitments
A focused tool that detects commitments, promises, and follow-ups from workplace conversations can solve a frequent daily failure point without requiring full autonomous screen monitoring. Positioning around missed commitments rather than generic productivity makes the value clearer and easier to prove.
Why this matters
You spend your day in messaging apps and email, making small commitments that feel obvious in the moment. By the end of the week, several of them never made it into your task manager, so follow-ups slip and relationships take a hit. Traditional productivity tools expect you to capture everything manually, which breaks down during fast conversations. What you want is not another place to organize work, but a quiet system that notices likely commitments, asks for quick confirmation, and keeps the right people and deadlines from disappearing.
- · Built for Managers, founders, operators, recruiters, and client-facing knowledge workers who make many commitments in chat and email but do not reliably move them into task systems..
- · Most likely monetization: SaaS subscription.
The Pain · Narrative
You spend your day in messaging apps and email, making small commitments that feel obvious in the moment. By the end of the week, several of them never made it into your task manager, so follow-ups slip and relationships take a hit. Traditional productivity tools expect you to capture everything manually, which breaks down during fast conversations. What you want is not another place to organize work, but a quiet system that notices likely commitments, asks for quick confirmation, and keeps the right people and deadlines from disappearing.
Score Breakdown
Market Signal
Go-to-Market
Startup founders and team leads who live in chat all day and regularly miss follow-ups with teammates, candidates, or customers.
~200K-500K strong initial niche globally
Product Hunt
$19/month
25 paying users who connect at least one chat account and confirm 100+ captured follow-ups within 30 days
MVP Scope · 1–2 weeks
- Build Slack OAuth and ingest message history for direct messages and selected channels
- Create a simple classifier prompt to detect commitments, requests, and follow-up candidates
- Design a review inbox with approve, edit, snooze, and dismiss actions
- Store extracted items with confidence score and source metadata in PostgreSQL
- Set up daily email digest summarizing newly detected follow-ups
- Add Google Calendar due-date suggestion and reminder creation
- Implement task export to CSV and one task manager integration
- Add user feedback loop to retrain prompt rules from approvals and rejections
- Build app-level privacy settings and channel exclusion controls
- Launch onboarding flow with sample workspace and activation analytics
Differentiation
Why This Might Fail
Self-rebuttal — the most important trust signal
- 1The extraction quality may not exceed the mental cost of checking a review inbox, making manual capture still feel simpler.
- 2Many companies may block access to internal communications, limiting viral team adoption and enterprise expansion.
- 3Large collaboration suites could add lightweight commitment detection natively and compress pricing power.
Evidence Summary
How AI synthesized this insight — no verbatim quotes
Several commenters focused on follow-up capture as the most practical use case, and multiple remarks emphasized that commitments made in communication tools often never reach formal systems. The discussion also showed interest in tools that help work actually move forward, not merely get organized. Trust and correction controls were recurring concerns, which suggests a review-first product rather than fully autonomous action.
Action Plan
Validate this opportunity before writing code
Recommended Next Step
Build
Strong demand signals detected. Real pain, real willingness to pay — start building an MVP.
Landing Page Copy Kit
Ready-to-paste copy based on real Reddit community language — no editing required
Headline
AI follow-up tracker for chat commitments
Sub-headline
A focused tool that detects commitments, promises, and follow-ups from workplace conversations can solve a frequent daily failure point without requiring full autonomous screen monitoring. Positioning around missed commitments rather than generic productivity makes the value clearer and easier to prove.
Who It's For
For Managers, founders, operators, recruiters, and client-facing knowledge workers who make many commitments in chat and email but do not reliably move them into task systems.
Feature List
✓ Automatic detection of promises and requested follow-ups from chat and email ✓ Daily digest with approve/edit/reject workflow ✓ Task sync to existing tools and calendar reminders
Where to Validate
Share your landing page in r/Product Hunt · productivity — that's exactly where these pain points were discovered.
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