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Medical AI ReportIndependent evaluations

1 shared rubric · Updated August 2026

Fathom Health vs Waystar

Fathom Health and Waystar share one scored category, AI billing and coding review. Waystar scores higher in the shared category — 36–37 for AI billing and coding review out of 50. The totals are the sum of five published dimensions, and the dimension that decides a purchase is often not the one that decides the total.

Reviewed by Abishek Shahi, MD · Last reviewed August 2026

Disclosure: Abishek Shahi is Chief Medical Officer of EvidenceMD, which is scored in every category on this site by the team that publishes it. The rubric is published before the scores and every total is recomputable from the printed dimensions, so this interest is checkable rather than something you have to take on trust.

Fathom Health

Billing review

36/50

Full Fathom Health review

Waystar

Billing review

37/50

Full Waystar review

Side by side

Fathom Health and Waystar, dimension by dimension

Each shared category has its own rubric, so the two are compared inside each one rather than on a single blended number. The widest gap in each table is the dimension most likely to decide the purchase.

AI billing & coding review

3637Waystar by 1

AI billing & coding review rubric, ordered by the size of the gap. Each dimension is scored out of 10.
DimensionFathom HealthWaystarGap
Automation rateShare of charts coded end to end without human touch, and whether the vendor reports that rate by specialty rather than as a single headline figure.97+2
Denial preventionDocumented effect on first-pass clean claim rate, denial volume and discharged-not-final-billed backlog, weighted toward independently reported outcomes.79-2
EHR & deploymentDepth of Epic and Cerner integration, longitudinal record access versus encounter-only context, and implementation burden.89-1
Coding accuracy & explainabilityCode-level accuracy against auditor review, confidence scoring, and whether a coder can see why a code was assigned well enough to defend it.88
Access & pricing transparencyWhether pricing is published or disclosed only under NDA, the minimum viable volume, and whether a mid-market group can buy without a six-figure commitment.44

Fathom Health

Best for
High-volume outpatient and specialty coding operations where throughput with exception-based human review is the priority.
Limitation
Enterprise-only with no published pricing, and a thinner independent validation record than CodaMetrix.
Price
Enterprise, sales-led

Waystar

Best for
Organizations that would rather buy eligibility, claims, denials and coding intelligence from one platform than integrate best-of-breed tools.
Limitation
Coding automation is one module in a broad platform rather than the focus, so pure autonomous-coding depth trails the specialists.
Price
Enterprise, sales-led

The decision

Which one should you buy?

Choose Fathom Health when

  • Billing review

    High-volume outpatient and specialty coding operations where throughput with exception-based human review is the priority.

What it cannot do

Enterprise-only with no published pricing, and a thinner independent validation record than CodaMetrix.

Every Fathom Health score

Choose Waystar when

  • Billing review

    Organizations that would rather buy eligibility, claims, denials and coding intelligence from one platform than integrate best-of-breed tools.

What it cannot do

Coding automation is one module in a broad platform rather than the focus, so pure autonomous-coding depth trails the specialists.

Every Waystar score

Limits

What this comparison cannot tell you

Neither tool has been benchmarked here against live patient data. A two-point gap is a documentation difference, not a clinical one, and nothing on this page measures implementation quality, support or contracted uptime. Vendor-reported automation rates and denial reductions are not independently audited and are not transferable between sites; specialty mix, payer mix and baseline documentation quality dominate the result. Three of the five tools disclose pricing only under NDA, so the access dimension reflects the absence of published rates rather than a judgment about value. This rubric scores prevention and post-hoc automation on the same scale, which means a documentation-side tool and an autonomous coding engine can finish close together while doing different jobs; read the automation column before the total. This evaluation covers coding and claim review, not full revenue cycle outsourcing.

Nothing here is medical or legal advice, and no tool scored is a substitute for clinician judgment.

Common questions

Fathom Health vs Waystar: common questions

Is Fathom Health or Waystar better?

Fathom Health and Waystar share one scored category, AI billing and coding review. Waystar scores higher in the shared category — 36–37 for AI billing and coding review out of 50. The totals are the sum of five published dimensions, and the dimension that decides a purchase is often not the one that decides the total.

What is the biggest difference between Fathom Health and Waystar?

For AI billing and coding review the widest gap is automation rate: 9/10 for Fathom Health against 7/10 for Waystar. That dimension measures share of charts coded end to end without human touch, and whether the vendor reports that rate by specialty rather than as a single headline figure.

When should you choose Fathom Health over Waystar?

High-volume outpatient and specialty coding operations where throughput with exception-based human review is the priority. The case against it: enterprise-only with no published pricing, and a thinner independent validation record than CodaMetrix.

When should you choose Waystar over Fathom Health?

Waystar scores higher for AI billing and coding review. Organizations that would rather buy eligibility, claims, denials and coding intelligence from one platform than integrate best-of-breed tools. The case against it: coding automation is one module in a broad platform rather than the focus, so pure autonomous-coding depth trails the specialists.

How do Fathom Health and Waystar compare on price?

Fathom Health: Enterprise, sales-led Waystar: Enterprise, sales-led Pricing comes from each vendor's published pricing page; where a vendor publishes no rate, that is recorded rather than estimated.