Your AI is only as good as the data behind it.
We build data engines that make healthcare AI reliable.
50%+
of prior auth denials are preventable with complete data at the point of decision
$50,000+ per physician annually
write-offs from unworked denials for small practices
15+ min
gathering and formatting documentation for appeals
Providers have invested in AI for prior auth, denials, and appeals — yet results are underwhelming. It's not the models, it's the data they are working with.
What's actually happening
Your data lives everywhere. Your AI can't reasonably see it all at once.
Clinical notes, claims history, payer guidelines, and denial reasons sit in disconnected systems — EHR, clearinghouse, payer portals. When AI tries to act, it hits incomplete records, mismatched formats, and missing context. It stalls, returns generic output, and leaves your staff to fill in the gaps.
The missing engine
Built to run before your AI ever does.
A great kitchen fails when the chef has to forage and chop every ingredient. Kalamon is the prep engine that connects, cleans, and packages your data so AI tools can actually perform. It lives at your organization, not inside any one vendor.
Connect
Pull claims, clinical notes, and denial data from every source — no manual exports.
Clean
Validate and standardize. Incomplete records get quarantined, not passed through.
Package
One structured record per case — reason, claim, evidence, payer context.
Serve
AI tools query this engine instead of raw systems.
One integration replaces many
Stop building the same integration, over and over.
Today, every AI vendor builds its own connection to your EHR and its own normalization layer — which is why integrations break and every new tool means another IT project. With Kalamon in place, one integration replaces many.
Exposable as a standard MCP server — native compatibility with modern AI agents.
Why work with Kalamon
Built by people who've lived the data reality.
We've worked claims, waited on payer calls, filed prior authorization requests. We've also automated parts of the RCM funnel, deployed call agents, and integrated with enterprise health systems.
And now we're building infrastructure so you own your data — not rent someone else's black box.