1 of 11 categories · Updated August 2026
Fathom Health is scored in one of the 11 categories on this site. It scores 36/50 for AI billing and coding review. It does not rank first in any category scored here.
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.
The scores
Each category has its own five-dimension rubric, so a total here is only comparable to other tools inside the same category. Every dimension is worth 10 points.
Best raw throughput at enterprise scale
36/50
5th of 5
| Automation rate | Coding accuracy & explainability | Denial prevention | EHR & deployment | Access & pricing transparency |
|---|---|---|---|---|
| 9/10 | 8/10 | 7/10 | 8/10 | 4/10 |
Pattern
Fathom Health takes no full-mark dimension on this site. Its strongest result is 36/50 for AI billing and coding review.
Head to head
Only tools that share a rubric are compared. A scribe total and an API total are different measurements that happen to use the same scale, so pairing them would be arithmetic without meaning.
1 shared category · Billing review
36–40CodaMetrix ahead
See the comparison1 shared category · Billing review
36–39EvidenceMD ahead
See the comparison1 shared category · Billing review
36–38Nym Health ahead
See the comparison1 shared category · Billing review
36–37Waystar ahead
See the comparisonLimits
This page aggregates scores from the category rubrics. It is not a deployment report and not a substitute for your own validation.
Scores measure documented capability, not outcomes in your clinic. Fathom Health has not been tested here against live patient data, and no score on this page reflects implementation quality, support responsiveness 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.
Sourcing
Customer-satisfaction context for the enterprise tools. Rated vendors must participate, so it is reported rather than scored.
Vendor documentation for explainable coding and emergency-department focus.
Vendor documentation for longitudinal record coding at enterprise scale.
Common questions
Fathom Health is scored in one of the 11 categories on this site. It scores 36/50 for AI billing and coding review. It does not rank first in any category scored here. Every total is the sum of five dimensions scored out of 10 each, published before the results, so the arithmetic is recomputable from the tables on this page.
Fathom Health takes no full-mark dimension on this site. Its highest total is 36/50 for AI billing and coding review, ranking 5th of 5. High-volume outpatient and specialty coding operations where throughput with exception-based human review is the priority.
Enterprise-only with no published pricing, and a thinner independent validation record than CodaMetrix. Its weakest dimension scores are 4/10 on access & pricing transparency for AI billing and coding review, 7/10 on denial prevention for AI billing and coding review and 8/10 on coding accuracy & explainability for AI billing and coding review.
Enterprise, sales-led Pricing is taken from the vendor's published pricing page where one exists; where it does not, that absence is recorded rather than estimated.
CodaMetrix, EvidenceMD, Nym Health and Waystar are scored against Fathom Health on at least one shared rubric. Against CodaMetrix for AI billing and coding review: 36–40. Against EvidenceMD for AI billing and coding review: 36–39. Against Nym Health for AI billing and coding review: 36–38. Against Waystar for AI billing and coding review: 36–37.
