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Crosby Health

Automates clinical appeal letters and denial tracking for hospitals fighting insurance claim rejections.

4.0 Healthcare AI
4.0 Very good 4.0

Bottom line: Crosby Health is a strong healthcare ai tool, best known for apollo clinical LLM trained specifically on denials and appeal language.

Built specifically around the clinical-appeals workflow rather than general RCM No published pricing makes budget comparison against competitors hard upfront
Reviewed by Challenging Voice Editorial · Updated Aug 2026 How we rate
PricingContact for Pricing
Free planNo
CompanyCrosby Health
PlatformsWeb
Best forHealthcare AI
Founded2022
Visits6
Last reviewedAug 2026
UpdatedAug 2026
Ask AI about Crosby Health ChatGPT Claude Perplexity

Overview

Crosby Health launched in 2022 in Buffalo, New York, founded by Louis Ciano and Rishi Gowda after building the underlying appeals workflow for a five-physician private practice buried in denied claims. The company has since raised $3.03 million across seed funding and works with more than 4,500 healthcare providers.

At the center of the platform sits Apollo, a clinical large language model trained to read denial letters, cross-reference payer policy and medical records, then draft, submit, and track formal appeals on a provider's behalf. Hospitals can choose a managed service where Crosby's team handles appeals on contingency, or license the software directly for in-house appeal writers and other revenue-cycle tasks like medical coding.

Built for hospital revenue-cycle and utilization-review teams, from small practices through multi-facility health systems, rather than individual clinicians. Pricing runs on a contingency percentage for the managed appeals service or a per-provider SaaS license for teams that want to run appeals themselves, with no published flat rate, prospective customers need to request a quote directly from Crosby Health.

Key features

  • Apollo clinical LLM trained specifically on denials and appeal language
  • Automated generation of formal appeal letters from denial data
  • Appeal submission and status tracking across payers
  • Managed, contingency-based appeals service option
  • Per-provider SaaS licensing for in-house appeal teams
  • Support for adjacent revenue-cycle tasks like medical coding

Screenshots & demo

Crosby Health screenshot 1

Pricing

Crosby Health uses custom pricing. Contact their team for a quote based on your needs.

  • Pricing modelContact for Pricing
  • Starting priceCustom
  • Free planNo
Visit Crosby Health

Pricing is provided as a guide. Check the official site for the latest plans.

Pros & cons

Pros

  • Built specifically around the clinical-appeals workflow rather than general RCM
  • Contingency option removes upfront cost risk for smaller practices
  • Backed by a working customer base of 4,500+ providers
  • Founders built the product from direct experience running a practice's appeals

Cons

  • No published pricing makes budget comparison against competitors hard upfront
  • Funding to date ($3.03M) is modest next to larger RCM automation vendors
  • Contingency pricing model means costs scale with claim volume rather than being fixed
  • Managed-service option ties customers into Crosby's appeal writers rather than full self-service

How it compares

ToolRatingFreeFromBest known for
Crosby Health (this tool)4.0NoApollo clinical LLM trained specifically on denials and appeal language
Viz.ai4.4NoFirst FDA-cleared AI platform for stroke triage and large vessel occlusion detection
Paige4.1NoPaige Alba AI co-pilot for digital pathology tissue-slide analysis
Nabla4.2No$119/moAmbient AI scribe listening to patient-clinician conversations for structured notes

Our verdict

4.0 / 5 4.0

Crosby Health is a strong healthcare ai tool, best known for apollo clinical LLM trained specifically on denials and appeal language.

What makes it different: Crosby Health stands out for apollo clinical LLM trained specifically on denials and appeal language.

How we score it
Overall 4.0
Value for money 4.2
Feature depth 4.9
Popularity 3.7
Best for ProfessionalsTeamsCreatorsCurious learners

Frequently asked questions

What is Crosby Health?
Crosby Health is a healthcare ai tool listed in the Challenging Voice directory. Automates clinical appeal letters and denial tracking for hospitals fighting insurance claim rejections.
Is Crosby Health free?
Crosby Health does not offer a free plan.
What are the best Crosby Health alternatives?
Popular alternatives to Crosby Health include QuantHealth, Rad AI, and SmarterDx. Browse them all in the Healthcare AI category.
Is Crosby Health any good?
Crosby Health scores 4.0 out of 5 based on our editorial review.

Reviews

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