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Practice real medical-claim decisions on realistic, made-up claims. Make the call, then get a veteran examiner's breakdown of the right answer, the trap, and the fix. For claims examiners, coders, and billers. Free to try.
Hey Product Hunt 👋
I'm Elias, the founder of ClaimCaliber.
Every day, medical claims get paid, denied, or sent back on human judgment calls — and getting them wrong drains tens of billions a year ($54.3B in Medicare improper payments alone in 2024). Yet that judgment is still learned the slow way: shadowing a senior examiner, or eating denial after denial until the pattern finally clicks.
I kept coming back to one thing: this is a skill — so why does no one train it like one?
ClaimCaliber is a flight simulator for claims. You get a realistic (100% synthetic, no PHI) claim on a clean worktable and make the call. Then you get two things back: a veteran's plain-English teardown of the right answer and the trap most people fall for — and the systems-level fix that stops it from happening again.
It works from both sides of the claim:
• Payers & examiners → sharper calls, faster onboarding, fewer dollars out the door
• Billers, coders & RCM → cleaner claims that pay the first time, fewer denials
It's free to try — no card, just pick a case and make the call. I'd especially love your feedback on the teardowns; that's the heart of it.
What's the claim decision that's burned you the worst? 👇
— Elias
Tried a few cardiology and ortho claims last night and the examiner write-ups really did feel like getting mentored, not just graded. Wish the answer explanations loaded a hair faster, but the traps they call out are spot on for exam prep.
Adding a timed mode where you have to hit a decision under pressure would be huge for sharpening the kind of split-second judgment examiners need in real workloads. Maybe even track your speed vs accuracy over time so you can see where the hesitation creeps in.
A nice practice tool. One thing that would really help me is being able to filter cases by payer type or specialty so I can drill into the exact scenarios my team sees most often. Right now it seems pretty random which claim shows up.
About ClaimCaliber on Product Hunt
“Sharper calls. Cleaner claims.”
ClaimCaliber was submitted on Product Hunt and earned 9 upvotes and 7 comments, placing #34 on the daily leaderboard. Practice real medical-claim decisions on realistic, made-up claims. Make the call, then get a veteran examiner's breakdown of the right answer, the trap, and the fix. For claims examiners, coders, and billers. Free to try.
ClaimCaliber was featured in Health & Fitness (82.9k followers), Education (78.8k followers) and Medical (3.4k followers) on Product Hunt. Together, these topics include over 61.1k products, making this a competitive space to launch in.
Who hunted ClaimCaliber?
ClaimCaliber was hunted by Elias Bashir. 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.
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Elias Bashir