Building a Slack bot that tells you why your CI failed in one sentence — would you pay $9/mo?

On your third question, the CI failure I hate most isn't the one that fails, it's the one that passes when it shouldn't. I once had a review step that waved hardcoded prod credentials straight through with a green check. A loud failure I'll debug in 15 minutes. That false green sat for hours because nothing told me to look.

So the one-line summary is genuinely useful, but the higher-value version might be "this passed but here's what looks off," not only explaining the reds. The reds already scream. The quiet wrong-greens are what actually cost you.

On willingness to pay: I'd trust someone already grepping 500 lines a day, or who churned off Trunk as overkill, more than any "$9 sounds fair" nod here; who's doing the manual version today is the real price test.

The flaky versus real failure distinction is where the actual value lives, not the summary. Anyone can tell you what failed. Knowing whether it matters right now or whether it'll magically pass on a re-run is the thing that saves the 45 minutes of debugging a ghost.

The GitHub Marketplace distribution point is correct for the same reason the product exists. Solo devs search for fixes mid-incident when the pain is live, not when everything is running fine. Being in the place they search during the emergency is the whole game.

For me the value would depend on how often it saves me from digging through logs, not really on the sentence itself.If it can point me to the actual cause fast, $9/mo feels easy to justify. If it just summarizes the error, probably not.

I’d test this more around who owns the pain than whether $9 sounds fair.

A solo dev might just open the logs and move on. But if a team lead is getting interrupted by CI failures across multiple repos, the value feels much clearer.

Have you talked to teams where CI breaks several times a week? That’s probably where the willingness to pay shows up first.

The pain resonates, and the sharpest wedge is your third bullet: "compare with the last successful run." That diff is the actual value. A one-line "test X failed" I can already pull from the Actions summary; what I can't get fast is "this is the same flaky timeout from Tuesday, not a real failure." If the bot nails flaky-vs-real, that's worth $9 (honestly $19).

Failure types I hate most: dependency/lockfile drift and runner OOM. In both the logs bury the cause hundreds of lines deep and it's never in the failing test itself.

One distribution note: solo devs won't search "CI bot." They'll look the day their CI breaks. Being in the GitHub Marketplace and the Slack app directory (where they land mid-incident) will out-convert a landing page, as long as setup stays the 5-minute webhook you described.

This is strong because it compresses a high-friction debugging loop into a decision-level summary. The value isn’t just saving time—it’s removing context-switching during failure states, which is when cognitive load is highest. Tools that simplify incident interpretation tend to feel disproportionately valuable in small teams.

Love the positioning here - the $9-19/mo price point is spot-on for solo devs and small teams. BuildPulse and Trunk at 4-10x that price are optimized for enterprises, so you're hitting an underserved market. The one-sentence summary approach also feels like the right constraint - you're not trying to replace a full DevOps platform, just solving that specific 15-30min debugging tax. Quick question: are you only supporting GitHub/GitLab webhooks or also GitHub Actions integration? Asking because some teams might have custom CI setups. Either way, this is a solid ship.