AI follow-through tool for Slack

The AI that turns Slack promises
into things that actually happen.

Commitment Crawler listens to your Slack channels, detects when someone says "I'll handle it," and privately nudges them to follow through — with calendar blocks, deadline reminders, and a weekly follow-through score. No behaviour change. No manual entry. Just fewer dropped balls.

Free to start
No credit card
30-second setup
Cancel any time
Upvote on Product Hunt
# product-team Live
AK
Aiden Kim3:06 PM
@sarah I'll send you the proposal draft + revised budget by Friday 5 PM
Commitment Crawler3:06 PM
Commitment detected Only visible to you
Send proposal draft + budget to Sarah
DeadlineFriday at 5:00 PM
UrgencyHigh
Built for
High-growth startups Remote-first teams Engineering teams Sales organisations Agencies & consultants Product teams Founders & operators Client-services firms High-growth startups Remote-first teams Engineering teams Sales organisations Agencies & consultants Product teams Founders & operators Client-services firms
0%
Average follow-through rate
0s
Commitment detection time
0%
False positive rate
0s
Time to install & go live
How it works

Three steps.
Zero behaviour change.

1

Install in 30 seconds

Click "Add to Slack," grant permissions, then type /invite @CommitmentCrawler in the channels you want active. No config, no onboarding calls.

2

AI surfaces action items in real time

Every time someone says "I'll send," "I'm on it," "Let me get back to you" — the AI identifies the action item, recipient, and deadline in under a second.

3

You follow through — automatically

A private nudge (only visible to you) asks you to confirm. One tap blocks your calendar. Deadline passes? You get a gentle reminder. Every Sunday: your personal follow-through score. Nobody else sees a thing.

Pipeline trace
message_received
text: "I'll send the doc by Friday EOD"
extract_commitment
confidence: 0.94
task: "Send doc"
deadline: "Friday EOD"
urgency: medium
send_ephemeral
visible_to: author_only
done 0.6s
The difference

Without it vs with it

😩 Without Commitment Crawler
  • "I'll handle it" disappears into the Slack feed
  • You awkwardly chase teammates days later
  • Deadlines pass silently — nobody noticed
  • Friday: "whatever happened to that thing?"
  • Meeting after meeting just to re-align on status
  • Accountability is a vibe, not a metric
🚀 With Commitment Crawler
  • Every "I'll handle it" triggers a private, one-tap confirmation
  • Confirmed commitments auto-block your Google Calendar
  • Missed deadlines get a gentle private nudge — no public callouts
  • Sunday: you get your personal follow-through score
  • Admins can opt in to a team-wide dashboard (aggregated only)
  • Follow-through becomes a personal habit, not a reporting burden
Features

Everything you need.
Nothing you don't.

Built for teams that move fast and need action items to stick — without adding another tool to manage.

AI action item detection

AI scans messages in channels it's been invited to, identifying genuine action items and follow-throughs. Confidence scoring filters noise before it reaches you.

Ephemeral in-channel popup

No DM badge. No inbox clutter. The popup appears right in the channel — only visible to the person who made the commitment.

Automatic calendar blocking

One tap on "Confirm" creates a Google Calendar event before the deadline. Focus time is blocked before your team even thinks to schedule it.

Accountability follow-ups

When a deadline passes without completion, Commitment Crawler sends a gentle private check-in — automatic, timed, and non-intrusive.

Weekly integrity scores

Every Sunday, you get your personal follow-through rate — a private scorecard of how many commitments you kept this week. Admins can opt in to an aggregated team view.

Privacy by design

Every nudge, reminder, and score goes only to the person who made the commitment — never to managers or teammates. Team-level reporting is opt-in and aggregated only.

Admin dashboard (opt-in)

For team leads who want aggregated visibility — see completion rates and open items across your workspace. Individual messages are never shown.

Slash commands

Type /cc status to see open commitments, or /cc week for your integrity score — any time, right in Slack.

Multi-workspace ready

Full multi-tenant architecture. Each organisation's data is fully isolated. Install once per workspace — each team has their own private, isolated connection.

Pricing

Simple, transparent pricing

Start free. Upgrade when your team sees the value.

Sandbox
$0
Try it yourself. No credit card required.
  • 1 user
  • 10 commitments / month
  • Slack integration
  • Commitment detection
  • Calendar blocking
  • Accountability follow-ups
  • Admin dashboard
Get started →
Professional
$9/mo
Full accountability for individual contributors.
  • 1 user — flat rate
  • Unlimited commitments
  • Slack integration
  • Commitment detection
  • Calendar blocking
  • Accountability follow-ups
  • Weekly integrity score
  • Admin dashboard
  • Team reports
Get started →
Growth
$5/user/mo
For larger teams of 20–100 users.
  • 20–100 users
  • Unlimited commitments
  • Slack integration
  • Commitment detection
  • Calendar blocking for all
  • Accountability follow-ups
  • Weekly integrity score
  • Weekly team digest
  • Admin dashboard
  • Priority email support
Get started →
Feature Sandbox Professional Workspace Growth
Core
Users11 (flat $9/mo)2–20 ($7/user)20–100 ($5/user)
Commitments tracked10 / moUnlimitedUnlimitedUnlimited
Slack integration
AI commitment detection
Accountability
Calendar blocking
Accountability follow-ups
Weekly integrity score
Team
Weekly team digest
Admin dashboard
Support
Email support
Priority email support

Need 100+ users? Contact us for Enterprise pricing →

Built like it's holding your team's promises — because it is

We only ever see the one message that triggered a detected commitment — never your full conversation history, and never DMs between humans. Google Calendar tokens are encrypted at rest, every Slack event is signature-verified, and one Slack command (/cc delete) permanently erases your commitments, calendar connection, and profile — no support ticket required.

HMAC-verified Slack events
Per-org data isolation
Encrypted calendar tokens
Self-serve data deletion
Privacy first

Read our full security overview →

FAQ

Questions we always get

Yes — type /invite @CommitmentCrawler in any channel you want active. This is by design: you choose exactly which channels Commitment Crawler participates in. The admin welcome DM walks you through which channels to start with.

Nothing. The nudge is an ephemeral Slack message — only visible to the person who made the action item. No public callouts, no notifications to teammates or managers. It's a personal productivity tool, not a reporting system.

Commitment Crawler only participates in channels it's been explicitly invited to. Human-to-human DMs are private and completely outside its scope by design. If you message Commitment Crawler directly, those messages will be processed.

Yes — the underlying model understands commitment language across multiple languages. It has been tested with:

  • Hindi: "मैं कल तक रिपोर्ट भेज दूंगा" → I'll send the report by tomorrow
  • Spanish: "Lo termino para el viernes" → I'll finish it by Friday
  • French: "Je m'en occupe avant jeudi" → I'll handle it before Thursday
  • German: "Ich schicke dir das bis Montag" → I'll send you that by Monday
  • Portuguese: "Vou entregar até amanhã" → I'll deliver by tomorrow
  • Japanese: "明日までに送ります" → I'll send it by tomorrow

Mixed-language messages (e.g. Hinglish like "Main kal tak kar deta hoon") work well too.

The AI uses a 75% confidence threshold — anything below that is silently ignored. Every notification has a one-tap "Dismiss" button. In testing across real professional Slack messages, our false positive rate is under 8%.

Google Calendar is fully supported — connect it once via a 30-second OAuth flow and every confirmed commitment automatically gets a focus block. Outlook / Microsoft 365 is on the roadmap for Q3.

Yes. Cancel any time from your dashboard. Your plan stays active until the end of the billing period, then automatically moves to Sandbox. Your data stays in your account — no lock-in.

We store the minimum needed to do the job: a short excerpt of the message that triggered a detected commitment, the extracted task summary/deadline, and Slack user IDs — never your full message history or DMs between teammates. Google Calendar access tokens are encrypted at rest. Any team member can run /cc delete in Slack to permanently and immediately erase their commitments, calendar connection, and profile. See our Security Support and Privacy Policy pages for the full breakdown.

Your team's next action item
won't slip through the cracks.

30 seconds to install. Works from the first message. Free to start.

No credit card required · Privacy first · Cancel any time