I think I accidentally built the wrong product.
A few weeks ago I launched AppRoast — originally just a fun AI tool that “roasted” app reviews and explained why users hated an app.
People actually liked it.
But after talking to founders, indie devs and PMs, I kept hearing the same questions:
“Why did our App Store rating suddenly drop?”
“What changed after the latest release?”
“What are users complaining about this week?”
“Why are competitors suddenly getting better reviews?”
And that’s when it clicked.
Nobody actually cared about the roast.
They cared about monitoring.
They wanted to know what changed, what users suddenly started hating, and whether competitors were quietly pulling ahead.
So I rebuilt AppRoast from a one-time “fun analysis” into something much more useful:
🔥 Monitor - App Store & Google Play reviews.
📊 Detect - complaint trends & sentiment shifts with AI
⚔️ Compare -your app vs competitors
🚨 Spot - rating problems before they snowball
The most surprising thing I learned?
Founders care way more about:
“What changed this week?”*
than generic sentiment dashboards.
If you're building a mobile app, I’d genuinely love feedback.
You can try AppRoast free for 3 days — and if it actually feels useful, I’ll give early testers 50% off the first month(START50).
One question for people building mobile products:
Would competitor monitoring actually be valuable to you — or is tracking your own reviews enough?
This resonates a lot. I just went through something similar validating a financial tool for new parents.
I started with a waitlist page and got 157,000 views across two viral Reddit posts. Almost zero conversions. The content clearly resonated but a waitlist for something that does not exist yet gives people no reason to act.
So I built the first real feature — a free parental leave income calculator. Same pivot logic as yours: people did not want the promise of a product, they wanted something useful right now.
Your point about what changed this week versus a generic dashboard is the same distinction. Urgency beats interest every time. The question that keeps someone up at night converts. The question that is merely interesting does not.
This is a useful pivot because it came from repeated questions, not just from trying to make the first version sound more serious.
I would frame the original “roast” version as the discovery path, not a mistake. It got people to react, but the follow-up questions revealed the real job: tell me what changed, what is getting worse, and what needs attention after a release.
If mobile founders check it after every release, you have a product. If they only check it once out of curiosity, it is still a fun analysis tool.
The interesting part isn't just that you pivoted. It's why you pivoted.
The same questions kept coming up unprompted, and that's usually a better signal than people saying the first version was fun.
On competitor monitoring, I'd separate “interesting” from “urgent.”
Tracking your own reviews feels like a painkiller because a bad review can hurt right now. Competitor monitoring can be useful, but it often becomes a vitamin unless it connects to a specific decision: pricing, positioning, roadmap, or sales objections.
I'd build around the fire first, then add the curiosity layer later.
The competitor monitoring angle is useful, but I think the sharper pain is “what changed after our last release?”
That is much more urgent than a general review dashboard.
Founders and PMs probably care most when ratings drop, complaints spike, or a competitor suddenly improves after shipping something.
If AppRoast gets framed as review monitoring, it may feel nice-to-have. If it gets framed as release-risk and complaint-change detection, it feels much closer to something teams check weekly.
This is actually a really good point.
I think you're right that “what changed after the last release?” feels much more urgent than generic monitoring.
That’s actually the direction I’ve been moving AppRoast toward.
For example, this is a 24h delta scan for TikTok after a new batch of reviews came in:
https://approast.app/deltascan-example.webp
Instead of just showing a dashboard, it tries to answer:
→ What changed since yesterday?
→ What new complaints suddenly appeared?
→ Did ratings shift?
→ Are users reacting badly to a release?
In this case, it surfaced a spike in complaints around account bans, login issues, crashes, and moderation problems, plus concrete review examples.
The more founder interviews I do, the more I feel the real value might be:
“Tell me what changed this week and what deserves attention.”
Yes, that “what changed this week and what deserves attention” line is much stronger.
That makes AppRoast feel less like a review dashboard and more like a release-risk signal for founders and PMs.
The risk now is packaging it too broadly again. The useful test is whether teams see Delta Scan as something they check after every release, not just when they remember to look at reviews.
Happy to put the tighter version in writing if useful. The key part is the buyer frame, homepage promise, and first segment most likely to care about review changes after shipping.