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The missed callback problem: I built a promise-tracking workflow and want brutal operator feedback

Oct 15, 2026
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Rozeena
A customer is told "I'll call you back at 3." At 3:30 nobody has called. By the next morning they've bought somewhere else.

You know this one. It rarely shows up in a report, because a promised callback that never happens doesn't get logged as a lost deal. It just disappears.

I built a workflow called Dealership Brain to attack that specific problem:
• Promise tracking: when a salesperson tells a customer "I'll call you back by X," that promise is logged with a deadline.
• Automatic escalation: if the deadline passes with no callback recorded, the manager gets alerted so someone can recover the lead before it goes cold.

That's the whole idea. Nothing flashy.

Where it stands: prototype stage. I haven't proven this works in a live store, which is why I'm posting here instead of pitching anyone.

What I want from you, bluntly:
1. What would make you trust this in your store?
2. What would make you reject it in the first five minutes?
3. Would your salespeople actually log promises, or does that kill it from the start?
4. Is escalating to the manager the right move, or does it create its own problems?

If you want to poke at it, there's a free demo here: https://dealership-brain.vercel.app

Tear it apart. I'd rather learn what's wrong from the people who'd actually use it.
 
Good problem to attack — the missed callback is invisible in every report, and it's where deals quietly die.

Blunt answers from our side of the fence (I work at ASN Software — we build the DMS/CRM a lot of independent and BHPH stores run on, and our AI Collector lives or dies on promise-tracking):

1. Trust comes from the log, not the workflow. I'd trust it if the promise is captured from the actual conversation — the text, the call, the CRM note — with a timestamp, not typed in afterward. The moment a promise record depends on someone's memory or honesty, it's a story, not a record. When a customer disputes something, the log is what settles it.

2. What kills it in five minutes: manual logging. If your workflow needs the salesperson to type "promised callback by 3" into a form, it's dead on arrival. Salespeople won't do it consistently, and the ones who do will backfill it at end of day. The promise has to be captured in the channel where it was made, automatically.

3. Escalate the account, not the person. Alerting the manager that "Salesperson X missed a callback" builds a blame feed — salespeople will start avoiding the system. Alerting that "this customer was promised a callback by 3, it's 3:30, nobody called" frames it as a recovery job. Same alert, completely different culture. And the escalation should carry a recovery move — reassign it, or auto-text the customer — not just a notification.

4. The real test isn't the alert, it's the follow-through. In our collections work, the pattern that actually closes the loop is: promise logged → automatic reminder on the promised date → if the human doesn't follow up, the system follows up anyway. The alert tells you something broke; the automatic follow-up fixes it before the customer buys elsewhere.

If you can capture the promise without asking the salesperson to do extra work, you've got something. If you can't, the workflow will be perfect and unused.
 

✨ AI Highlights

Rozeena presents a prototype workflow called Dealership Brain designed to solve the missed callback problem — when salespeople promise to call customers back but don't, silently losing deals that never appear in any report. The tool logs callback promises with deadlines and escalates to managers when those deadlines pass without a recorded follow-through. She's seeking blunt feedback from dealers and operators before pitching it to anyone, acknowledging it hasn't been tested in a live store.

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