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maap: the number LLMs can't guess
LLMs guess numbers. maap gives you the odds with RLCE
Think of it like Jev, but for Estimates(numbers). maap answers with a range instead of a guess. Send the record as plain text, get the number, the spread around it, and the odds of crossing any threshold you set. Trained with RLCE, Reinforcement Learning for Calibrated Estimations. Guess the price yourself, then watch the band appear.
Hey Product Hunt 👋
Every product eventually depends on a number nobody wrote down. What this repair costs. How long this ticket sits. What this thing is worth. We kept doing the same two bad things: hardcoding a constant and forgetting about it, or asking an LLM and getting a confident number with nothing behind it.
So we built maap. You send a record as plain text and you get back a number, the spread around it, and the odds of crossing whatever threshold you actually care about. No schema to define, no model to train, no pipeline to maintain. One call.
It is trained with RLCE, Reinforcement Learning for Calibrated Estimations. Plainly: the range is tuned against real answers the model never saw, instead of being asserted and hoped for.
The spread is the whole point. "Probably $9,000" and "probably $9,000, with a 6% chance it goes over your limit" are not the same answer, and only one of them is something your code can act on.
Easiest way to see it: on the page there is a demo where you place your own guess first, and only then does the band appear. Five real things: a house, a used car, a hospital bill, a diamond, a pound of avocados. Most people lose to it. Some don't.
Free to try, no card. Would love to hear what numbers you'd point it at. Genuinely, that's the most useful feedback we can get right now.
About maap: the number LLMs can't guess on Product Hunt
“LLMs guess numbers. maap gives you the odds with RLCE”
maap: the number LLMs can't guess was submitted on Product Hunt and earned 3 upvotes and 1 comments, placing #126 on the daily leaderboard. Think of it like Jev, but for Estimates(numbers). maap answers with a range instead of a guess. Send the record as plain text, get the number, the spread around it, and the odds of crossing any threshold you set. Trained with RLCE, Reinforcement Learning for Calibrated Estimations. Guess the price yourself, then watch the band appear.
On the analytics side, maap: the number LLMs can't guess competes within Artificial Intelligence — topics that collectively have 481.6k followers on Product Hunt. The dashboard above tracks how maap: the number LLMs can't guess performed against the three products that launched closest to it on the same day.
Who hunted maap: the number LLMs can't guess?
maap: the number LLMs can't guess was hunted by Saket Bhushan. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
For a complete overview of maap: the number LLMs can't guess including community comment highlights and product details, visit the product overview.
Saket Bhushan