The case study was still running when I wrote it
A few months back I built something small: a watcher that checks my business inbox every 5 minutes for Upwork job alerts, filters out Upwork's habit of re-sending the same job as "new" hours later, and pings my phone the second something real lands. Not glamorous. I built it because I was checking my inbox manually and losing jobs to the clock. A hot Upwork posting can go from under 5 proposals to 20+ in under an hour. A no-history account buried under 20 other names doesn't get read at all.
Today it did its job. A $5M/year e-commerce company posted for a long-term AI advisor to their four-person leadership team. 14 years on the platform, $145K spent, 48 hires. The kind of listing that gets buried in minutes.
The alert landed 1 minute after the job went live.
0:01 alert lands, watcher pings my phone
0:07 job page open, under 5 proposals, client viewed applicants 2 min ago
0:26 proposal submitted (mid-flow Connects top-up included)
One of the screening questions: describe one AI implementation you're most proud of and the measurable business impact.
The honest answer was the thing that had just alerted me to the question. Response time on hot jobs went from hours to about 15 minutes. It's converted 26 alerts into submitted proposals now, this one included. I wasn't writing a case study. I was inside one.
Second question asked which $1M to $30M e-commerce companies I'd worked with. I haven't. So I said that first: I run small-scale e-commerce myself, not a $5M+ shop, and I said so plainly upfront. Then I gave what I actually run: an Etsy printables shop, a 10-machine vending route, a small SaaS with paying users. No padding. Operators can smell an inflated answer, and they respect the ones who skip it.
Nobody's replied yet. I'm not calling this a win. But the loop closed on itself before I finished typing: I built a tool to catch opportunities faster, and it became the proof that the tool works, running live, inside the application it made possible.
The thing wrote its own résumé.
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Tuni Kern
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The case study was still running when I wrote it
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