Two months ago I posted here about , a real-time interview coach. That post got me my first users and my first paying customers, and the feedback in the comments genuinely shaped what came next. So I owe this community an update, because the product is almost unrecognizable from what I showed you.
Here's the honest version of what happened.
Cornerman started as a coach for the interview. Smart hints in your ear during the real call, mock interviews to practice. People liked it. Then they used it once and left.
It took me too long to see why: nobody's actual problem is "the interview." The interview is the last 45 minutes of a brutal, weeks-long grind. By the time you're in the room, the hard part is already behind you: finding the role, deciding if you're even a fit, rewriting your resume for the hundredth time, keeping 30 applications straight in your head.
I'd built a great tool for the finish line and ignored the entire race. No wonder retention was bad. I wasn't solving the problem people were actually living.
And the problem is brutal right now. The data I kept running into while researching this:
The average job search in 2026 is about 25 weeks, nearly double what it was a decade ago.
A single tech or mid-market posting now draws around 242 applications.
Layoffs and AI displacement have stacked the deck against good people.
You're not bad at job hunting. The market is just genuinely the hardest it's been in a decade. That reframing became the whole product.
is now a job-search copilot that covers the entire path, in five stages. You paste a job, it tells you whether you fit, rewrites your resume to match, tracks the application, builds your prep, and coaches you through the actual interview. One tool, start to offer:
1. Find. Search live roles pulled from Ashby, Greenhouse, and Lever, or paste any job URL to import it. Save filters, get daily digests. The jobs find you.
2. Apply. Drop in the job description and Cornerman rewrites your resume and cover letter to match. The part I'm proudest of: every claim is fact-checked against your source resume. It will not invent a win you didn't earn. No fabricated experience, ever.
3. Track. A kanban board for every application: Saved, Applied, Phone Screen, On-site, Offer. You always know what to follow up on instead of losing threads in your inbox.
4. Prep. For each role, you get a coaching brief built from that job against your resume: match score, gap analysis, your STAR stories, and the questions you're most likely to be asked.
5. Ace it. Practice with an AI interviewer, or open the live overlay during the real call for short hints in the moment. Then get a post-interview debrief so the next one is sharper.
And the one principle I refuse to break: no meeting bot, ever. Cornerman runs in your browser. Nothing joins your call as a participant or recorder. Audio is streamed for transcription and never stored. I will not position this product around deception, and the copy stays honest about exactly what gets stored and who processes it.
The features are the fun part to announce. This is the part that decided whether people trusted me with their real job hunt:
Routed every AI call through a gateway with hardened retries, so one flaky provider doesn't kill a generation mid-request.
Built durable job queues so resume and prep generation survive a server restart instead of silently dying.
Added real error monitoring and stopped swallowing provider errors. I was hiding the exact failures I needed to see.
Async generation with real progress bars instead of a spinner that 502s on long jobs.
"Cool AI demo" and "tool you'd stake your next paycheck on" are separated almost entirely by this unglamorous reliability work.
I started with a $1 trial and a tier of usage-based plans. I just killed the tiers. Now it's one flat plan: $39/mo, unlimited everything. Still $1 to start (3 days), mostly to keep bots and abuse out.
The logic: usage limits made people ration the exact things that get them hired, namely more tailored applications and more practice reps. That's insane. A job search is a sprint, not a forever-subscription, so the plan is built for that: unlimited while you need it, cancel the second you're hired. I'd rather you land the job and leave happy than nickel-and-dime you on the way there.
I don't know yet if $39 flat is the right number. That's the next thing I'm watching.
Retention is a "do you solve the whole problem" question, not a feature-count question. I was a vitamin for one moment when people needed a painkiller for the whole journey.
Churn told me more than any survey. Nobody requested a job board or a tracker. They just left, and the drop-off pointed straight at the gap.
Ship reliability before you ship ambition. Every "magic" AI feature is one timeout away from looking broken to someone who's scared and out of work.
If you've job-hunted recently: which stage would you pay just to never do yourself again? The searching, the resume tailoring, the tracking, the prep, or the interview itself?
That answer decides what I build next, and I'll be in the comments all day. Happy to get into the weeds on the rebuild, the infra, or the pricing call. Ask me anything.
If you're in the search right now and want to try it, it's $1 to start at trycornerman.com. And if you used the old interview-coach version, log back in. Everything above is already live in your account.
Great insights! I think one of the biggest lessons for indie makers is solving a simple problem really well instead of building too many features at once. Many successful tools start by focusing on a single user need and improving it over time based on feedback.
I’ve seen this approach work with utility websites too. For example, a Snack Video Downloader solves one clear problem—helping users save their favorite videos quickly and easily. Sometimes the simplest products provide the most value when they focus on a specific audience and execute well. Keep up the great work! please visit
Retention is a 'do you solve the whole problem' question, not a feature-count question" — that one hit hard.
I'm two weeks from launching two apps and your vitamin/painkiller framing is making me think carefully. PrOpinion (AI consumer opinions — mechanic quotes, contractor disputes, deposit claims) is clearly painkiller territory. Wump (financial cushion score) I'm less sure about. People want to know their cushion when something goes wrong, not as a daily habit. That might be my retention problem before I've even launched.
The reliability section resonates too — I've spent more time on error handling and edge cases than on features. Unglamorous but it's the difference between "cool demo" and something people trust.
Good luck with the $39 flat bet — the logic is sound.
The vitamin-to-painkiller reframe is the right call, and killing the usage tiers was smart. Rationing the exact actions that get someone hired is the one thing a job-search tool can't afford to do.
I run a nonprofit that's helped thousands of veterans move into tech, so I've watched this grind up close. To your question: the stage people would pay to never do again is resume tailoring, but the stage that actually keeps them is tracking. Tailoring is the loud pain. Tracking is the quiet one nobody admits to: 30 applications, no system, half of them dropped because they forgot to follow up. Own the tailoring to get them in the door, own the tracking to keep them in the product.
One thing I'd watch on the flat plan: a tool people cancel the day they get hired is a built-in churn machine. The real asset is the relationship after the offer. Stay useful post-hire and you're the first thing they reopen in two years when they look again, plus every referral they send while they're employed.
The 'vitamin for one moment vs painkiller for the whole journey' framing is exactly right.
Hit the same wall with goNutriTrack — built a great food logger, then realized people don't just want to log, they want to actually understand their diet and know what to do next. That's why I added an AI Coach that looks at the full week, not just today.
Retention improved when the product stopped feeling like a chore and started feeling like it was working for you.
intresting
Best founder pivot post we've read in a while. The "vitamin vs painkiller" reframe is the deepest retention insight buried here.
To your question — resume tailoring is likely highest "pay to never do this myself" intensity. Most repetitive task, highest cognitive load, most checkable output, highest fear of getting it wrong. Search has incumbents people already use. Tracking feels like productivity. Prep/interview lower frequency. Resume tailoring is highest-frequency pain with highest AI fit.
Two extensions:
"No meeting bot, ever" is sharper wedge than post emphasizes. Final Round AI, Interview Buddy work through deception. You're explicitly ethical option in category where dominant players are shady. Worth making prominent.
"Fact-checked against source resume" is most important trust signal in AI resume tools. Most competitors invent achievements. Hard verification is real moat. Worth lifting to hero copy.
On $39 flat — unit economics is the watch. Power users at unlimited could break cost economics if AI inference dominates. May need to gate expensive features within flat tier.
Solid update.
This is a very real founder lesson. Getting the first paying customers is hard, but keeping them is often the more important signal.
If customers disappear, it usually means the product solved something interesting, but maybe not something frequent or painful enough to become a habit.
Rebuilding it as an AI copilot sounds like a stronger direction if it helps users get to the outcome faster and with less manual work. The key is probably making the value obvious in the first few minutes: what task it removes, what decision it helps with, or what workflow it makes simpler.
For early AI products, retention is usually a better signal than excitement.
The interesting part is not which stage people hate most.
It's whether the stage they would gladly pay to avoid is actually the same stage that should own the product.
Those sound similar, but they can lead to very different positioning decisions.
I would be careful making that call from comment feedback alone because it affects what Cornerman is ultimately selling, not just what feature gets built next.
This is a great example of listening to churn instead of just adding more features.
The part that stood out to me was:
"Nobody's actual problem is the interview."
A lot of founders (myself included) build for a single moment in the customer journey and then wonder why retention is low.
You realized the interview was just the final 45 minutes of a much larger problem and rebuilt around the entire journey. That's a hard lesson to learn, but probably the right one.
I'm curious:
Out of all the new features (job discovery, resume tailoring, tracking, prep, interview coaching), which one are users actually using the most today?
And which feature do you think is most responsible for reducing churn so far?