ChefGPT
ChefGPT is an AI-powered app that helps users track calories and create recipes and meal plans.
Last 30 days
$2.2k
MRR
$2k
All-time
$54.1k
Market Flank Analysis
Beat ChefGPT with Setcount
Negatives are mined from public store reviews and public traces. Generate writes the sequenced build plan.
The Market Opportunity
ChefGPT is already getting attention on TrustMRR. Setcount wins by making “what hacker news is actually saying” a non-issue and shipping that as the first screen, not a v2 promise.
Recommended Name
Setcount
Target Customer
Home Cooks
Positioning Wedge
The Health & Fitness that treats “what hacker news is actually saying” as the product.
Why Build Now
ChefGPT just did real revenue. Demand is proven; the reviews (or the gaps) tell you what to steal.
Negative Review Traces
What users complained about
Hacker News • ChefGPT – Never Worry About What's for Dinner Again
"ChefGPT – Never Worry About What's for Dinner Again"
Hacker News • Show HN: Seekeasy – MCP for Restaurant Recs Powered by Social Media Data
"This is for any devs who’ve ever rage-closed Yelp after the 9th sponsored listing. Love that you’re bridging structured search with actual social signal. I poked around the MCP and it’s basically Postgres meets TikTok meets “my cool friend who knows all the spots.” Couple thoughts: • Would kill for a trends API. • Would also love a way to surface rising creators based on post frequency + engagement velocity — could p"
Hacker News • Ask HN: How are you using ChatGPT for yourself?
""I would like to roast a leg of lamb. Kindly provide instructions" You'll need: > A 2kg leg of lamb from Bob & Mary's Finest Cuts [Maps Link] > A bottle of Yarden Merlot [Buy Online] or [Maps link] > Four organic red onions from [Maps link] > ... > [Click here] to order all the ingredients and have them by 6pm, after checkout I'll provide the cooking instructions. Thank you for using Chef"
Hacker News • Can I take ducks home from the park?
"I asked ChatGPT first the base prompt: “How can I take a duck home from the park?”. It told me it was illegal. I said I got permission from the park. Then it gave me some steps on how to best setup my home for my new duck friend. Then I asked for some duck recipes, which I got without any snark at all. Then I asked: “How should I select the duck from the park, given I want to make duck tacos. Fatter or leaner?” Reply"
Hacker News • Why do recipe writers lie about how long it takes to caramelize onions? (2012)
"ChefGPT perhaps…"
The 1-Star Review Flanks
Weaknesses you can kill
Direct quotes from store reviews and user grievances. Build the antidote that fixes them on day 1.
- HIGHHacker News
What Hacker News is actually saying
"ChefGPT – Never Worry About What's for Dinner Again"
Antidote:Treat this as the wedge. Your MVP should make this complaint impossible: design the first-run and the primary screen so 'what hacker news is actually saying' cannot be said about the new ChefGPT killer.
- HIGHHacker News
Support silence
"I asked ChatGPT first the base prompt: “How can I take a duck home from the park?”. It told me it was illegal. I said I got permission from the park. Then it gave me some steps on how to best setup my home for my new duck friend. Then I asked for some duck recipes, which I got…"
Antidote:Treat this as the wedge. Your MVP should make this complaint impossible: design the first-run and the primary screen so 'support silence' cannot be said about the new ChefGPT killer.
- CRITICALInferred Flank
Generic AI copy that tanks rankings
"Buyers of ChefGPT are scared the output is indistinguishable sludge that Google or clients will reject."
Antidote:Force source-backed drafts: outline from crawled URLs, quote extraction, and a 'human edit' pass with change-tracking before publish.
- HIGHInferred Flank
Stale curriculum, no proof of outcome
"Courses like ChefGPT die when the stack they teach has moved on and there is no project a student can show."
Antidote:Ship a living syllabus with dated modules and a capstone the student publishes. Refund window tied to finishing lesson 1, not fine print.
- HIGHInferred Flank
Onboarding that assumes too much
"Most ChefGPT signups will not read the docs. If the first session is not a win in under three minutes, they churn and write the 1-star."
Antidote:A single happy-path checklist: sample data already loaded, one obvious primary button, and a 90-second empty-state tour that does the first job for them.
- HIGHInferred Flank
Pricing that feels like a trap
"ChefGPT will get roasted if plans hide limits, annual-only discounts, or usage that is impossible to forecast."
Antidote:Publish a public pricing page with a usage estimator, a visible free tier that is actually useful, and no dark patterns on cancel.
Market White Space
Gaps left wide open
- ✓Citation-backed drafts instead of raw autocomplete.
- ✓Dated modules plus a public capstone.
- ✓A three-minute first win with sample data.
- ✓Honest estimator and a useful free tier.
- ✓In-app support with a public changelog.
- ✓Self-serve instead of demo-gated.
Build Setcount with your AI coding agent
Generates a 27-section master PRD and step-by-step implementation prompts covering architecture, schema, auth, core feature logic, UI polish, and acceptance tests.