Yardstick Research tear-sheet / healthcare RCM cohort

Methodology · how we score · rubric weights in plain sight · vendors received this sheet seven days before publication and could flag factual errors, never rankings

Rivet-Health

Identity

Total score: 50.9 / 100

(56.9 raw weighted - 6 pricing-transparency hard penalty)

Headline numbers

Metric Value Evidence
Total funding (pre-acquisition) ~$31.5M across Seed, A, B [THIRD-PARTY - https://www.crunchbase.com/organization/rivethealth]
Latest round $20.5M Series B led by Catalyst Investors, June 21, 2022 [THIRD-PARTY - https://www.prnewswire.com/news-releases/rivet-raises-20-5-million-series-b-led-by-catalyst-investors-301571448.html]
Acquisition Acquired by Zelis, January 12, 2026; terms undisclosed [VENDOR-CLAIMED + THIRD-PARTY - https://www.zelis.com/news/zelis-acquires-rivet/, https://www.rivethealth.com/news/zelis-acquires-rivet]
Headcount ~67 (RocketReach) [THIRD-PARTY - https://rocketreach.co/rivet-profile_b45c94a0fc6ef3d5]
Contracted rates modeled 1.4T+ [VENDOR-CLAIMED - https://www.rivethealth.com]
Claims + remits audited 500M+ [VENDOR-CLAIMED - same]
Patient cost estimates created 5.5M+ [VENDOR-CLAIMED - same]
Patient out-of-pocket tracked $1.6B+ [VENDOR-CLAIMED - same]
Uptime 99.9%+ [VENDOR-CLAIMED - same]
Named customers ~16 (orthopedics-heavy: Boulder Centre, Resurgens, Chatham, Northwest, Bluegrass, Vero; plus oncology, ophthalmology, urology, GI, OB-GYN, family medicine, pediatrics) [VENDOR-CLAIMED - https://www.rivethealth.com/success-stories]
Compliance SOC 2 Type 2 (Dansa D'Arata Soucia LLP) + HIPAA + pen test [VENDOR-CLAIMED - https://trust.rivethealth.com]
HITRUST Not claimed [UNKNOWN]
G2 review count 2 verified [THIRD-PARTY - https://www.g2.com/sellers/rivet]
Capterra / GetApp review count + rating ~9 reviews, 4.1/5 average [THIRD-PARTY - https://www.capterra.com/p/205843/Rivet/reviews/, https://www.getapp.com/healthcare-pharmaceuticals-software/a/rivet/reviews/]
Starting price anchor (third-party) $6,000 / year [THIRD-PARTY - https://www.getapp.com/healthcare-pharmaceuticals-software/a/rivet/reviews/]
EHR / PM integrations athenahealth, eClinicalWorks, AdvancedMD, Dr Chrono (EverHealth), Epic, Veradigm, Exscribe, ModMed, Greenway Health, Nextech, NextGen Healthcare PM, Intergy; clearinghouses Availity, Change Healthcare / Optum, Waystar [VENDOR-CLAIMED - https://www.rivethealth.com/partners-and-integrations, THIRD-PARTY corroboration https://www.getapp.com/healthcare-pharmaceuticals-software/a/rivet/reviews/]

Dimension scores

Dimension Score Weight Weighted Evidence
AI capability depth 2/4 15 7.50 [VENDOR-CLAIMED + UNKNOWN] "Advanced AI algorithmic data models" for revenue forecasting; "AI-powered denials prevention engine"; "statistical, algorithmic AI models" for variance detection. Becker's Hospital Review (Feb 2024) framed Revenue Diagnostics as "leverages machine learning to analyze trends and nuances in historical data." Foundation-model vendor undisclosed; product is described in classical-ML terms (forecasting models, variance detection, claim X-ray scrubbing) rather than GenAI / agentic. Founded 2018 - pre-LLM heritage. No peer-reviewed validation, no published held-out benchmark. Floor not zero because AI features ship and are marketed; ceiling capped by architecture-disclosure gap and pre-LLM heritage. (rivet-health.md §"Dim 1") - https://www.rivethealth.com, https://www.rivethealth.com/news/beckers-hospital-review-lists-rivet
Workflow integration depth 2.5/4 25 15.63 [VENDOR-CLAIMED + THIRD-PARTY + UNKNOWN gaps] Native partnerships across ~11-12 mid-tier EHR/PM platforms (athenahealth, eClinicalWorks, AdvancedMD, Dr Chrono, Epic, Veradigm, Exscribe, ModMed, Greenway Health, Nextech, Intergy, NextGen Healthcare PM); clearinghouses Availity + Change Healthcare/Optum + Waystar; patient-engagement Clearwave + Twilio + GlobalPayments; payor relationships including BCBS direct + CMS. Gaps: no Cerner / Oracle Health integration claimed; Epic App Orchard / App Market certified-tier participation not confirmed; no public FHIR R4 / SMART on FHIR conformance statement; Athena integration initially friction-flagged in customer reviews (later resolved). Broad mid-tier coverage is real and is a genuine differentiator for ambulatory-specialty buyers; enterprise / academic-medical-center procurement looking for App Orchard certified install will find the integration story conditional. (rivet-health.md §"Dim 2") - https://www.rivethealth.com/partners-and-integrations, https://www.getapp.com/healthcare-pharmaceuticals-software/a/rivet/reviews/, https://www.capterra.com/p/205843/Rivet/reviews/
Vertical specialization 3/4 15 11.25 [VENDOR-CLAIMED] Pure-play healthcare RCM; no horizontal LLM or non-healthcare surface. Three-product platform (Revenue Diagnostics + Payer Performance + Patient Pricing) all RCM-anchored. Strong specialty-ambulatory depth: 16+ named customers concentrated in orthopedics (6 named: Boulder Centre, Resurgens, Chatham, Northwest, Bluegrass, Vero), with additional named coverage across oncology, ophthalmology, urology, GI, OB-GYN, pediatrics, family medicine, neurology. No Surprises Act native compliance is a meaningful regulatory niche. Cap at 3 (not 4) because no KLAS / Black Book / Forrester / Gartner ranking surfaced and no large-academic-medical-center named customer despite the Rivet for Hospitals product surface. (rivet-health.md §"Dim 3") - https://www.rivethealth.com/success-stories, https://www.rivethealth.com/hospitals
Implementation + time-to-value 2/4 10 5.00 [VENDOR-CLAIMED + UNKNOWN] No published wall-clock "X weeks to first live customer" SLA. Customer-side payback claims: "paid for itself in less than a month" (hospitals page testimonial), 3.5x prior-performance pre-collection lift at Boulder Centre for Orthopedics, 10x year-one ROI at Clearview Cancer Institute. Sales-led only; no self-serve. Mid-range maps to anchor 2: faster than enterprise-AKASA-scale four-month rollouts, slower than self-serve; implementation evidence is anecdotal rather than methodologically published. (rivet-health.md §"Dim 4") - https://www.rivethealth.com/hospitals, https://www.rivethealth.com/success-stories, https://www.rivethealth.com/customer-stories/austin-retina
Data + compliance posture (HIPAA / HITRUST) 2/4 20 10.00 [VENDOR-CLAIMED + UNKNOWN gaps] Standard cohort-floor compliance: SOC 2 Type 2 (auditor Dansa D'Arata Soucia LLP) + HIPAA + application pen test + vulnerability assessment + 15-min RPO + 24-48 hr RTO + role-based access + audit logging + data-loss prevention. NOT DISCLOSED: HITRUST CSF tier (vs. AKASA r2, Cohere r2, Hippocratic e1), ISO 27001 / 27701 / 42001, encryption algorithm specifics, AI training-data opt-out default in standard BAA / DPA (documented in trust center but defaults not in public summary), sub-processor list, data residency posture, pen-test cadence. Public trust center exists (https://trust.rivethealth.com) - better than vendors with no public posture, worse than HITRUST-r2 cohort leaders. Post-acquisition: whether Zelis's HITRUST certification extends to Rivet's surface is [UNKNOWN]. Maps cleanly to rubric anchor 2 ("BAA + SOC 2 Type II only"). (rivet-health.md §"Dim 5") - https://trust.rivethealth.com
Pricing + scalability 1/4 5 1.25 [VENDOR-CLAIMED + THIRD-PARTY] Scalability proven at mid-market specialty-ambulatory scale (1.4T+ contracted rates, 500M+ claims and remits, 5.5M+ patient cost estimates, $1.6B+ patient out-of-pocket tracked, 99.9%+ uptime). Pricing transparency hits hard penalty per Section 6.7: /pricing is CTA-only and (per existing D1 record) 301-redirects to /patient-pricing - the patient-cost-estimation PRODUCT Rivet sells to providers, not Rivet's own SaaS pricing. Third-party "starting at $6,000/year" anchor (GetApp) and "volume-based pricing tied to patient encounter volume" framing (MD Clarity competitor source) exist but are not vendor-published. Hard penalty applied. (rivet-health.md §"Dim 6", §6.7) - https://www.rivethealth.com/pricing, https://www.getapp.com/healthcare-pharmaceuticals-software/a/rivet/reviews/
Vendor strength + named-customer evidence 2.5/4 10 6.25 [THIRD-PARTY + VENDOR-CLAIMED] $31.5M total raised (Catalyst Investors lead Series B, Menlo Ventures lead Series A, with Lux Capital + Pelion + Ankona Capital) plus the January 12, 2026 Zelis acquisition - validates the asset to a strategic acquirer in healthcare payments. ~16 named customers across orthopedics, oncology, ophthalmology, urology, GI, OB-GYN, pediatrics, family medicine, neurology; outcomes are concrete and consistent (low-to-mid-six-figure recovery + pre-collection lifts per customer per year). Cap at 2.5 (not higher) because: low review-platform footprint (G2 = 2 reviews, Capterra/GetApp combined ~9, Glassdoor 3 employee reviews); no surfaced KLAS / Black Book / Forrester / Gartner ranking against cohort peers AKASA (Black Book #1 RCM startup 2025) or Cohere (HITRUST r2 + URAC + NCQA); no academic-medical-center / large-health-system named customer despite Rivet for Hospitals product surface. (rivet-health.md §"Dim 7") - https://www.rivethealth.com/success-stories, https://www.g2.com/sellers/rivet, https://www.capterra.com/p/205843/Rivet/reviews/, https://www.zelis.com/news/zelis-acquires-rivet/
Raw weighted total 100 56.88
Pricing-transparency hard penalty -6.00 Per Section 6.7 (hard); deceptive /pricing/patient-pricing routing tips the SMB-band-floor call to hard rather than soft.
Final score 50.9

Integration + scale penalty verdict

Pricing detail

Integrations

Source: https://www.rivethealth.com/partners-and-integrations + GetApp corroborated list.

Editorial assessment

Rivet Health is a credible mid-market specialty-ambulatory RCM analytics platform that solves a clean three-part problem - revenue-cycle forecasting and denials prevention (Revenue Diagnostics), payer-contract benchmarking and underpayment recovery (Payer Performance), and No Surprises Act-compliant patient cost estimation (Patient Pricing) - for a defined buyer: a 5-100-provider single- or multi-location specialty practice running a mid-tier EHR/PM stack. The named-customer outcomes are concrete and consistent across the roster: low-to-mid six figures of recovered or pre-collected revenue per customer per year, with the orthopedic-specialty concentration (Boulder Centre, Resurgens, Chatham, Northwest, Bluegrass, Vero) being the clearest pattern of repeat product-market fit. The Zelis acquisition on January 12, 2026 ratifies the asset to a strategic acquirer in the healthcare-payments space.

The cohort-fit honest framing is that Rivet sits in the middle of the healthcare-rcm cohort, not at the top. AKASA wins on enterprise scale (Cleveland Clinic Epic deployment, $205M+ raised, Black Book #1, HITRUST r2). Adonis wins on AI-native architecture marketing and recent growth velocity (Mount Sinai / Baptist Health / AdventHealth hospital roster, $95M+ raised through Series C, 4x revenue growth 2025). Cohere wins on payor-side prior-auth depth. Tennr wins on DME / specialty intake automation with a published proprietary model. Rivet wins on the integrated three-product bundle for the specialty ambulatory practice that does not need any of those leaders' surfaces - and does not want to manage four separate vendors and four separate BAAs.

The bounded weak spots are real. First, AI architecture: the product is marketed as "AI-powered" but the public architecture is classical-ML in description (forecasting models, variance detection, denials-prevention rules, claim X-ray pre-submission scrubbing). A buyer comparing Rivet's "AI" copy to AKASA's GenAI architecture or Adonis's agentic-AI framing will find Rivet's claims thinner. The ai_native_score of 75 is the right floor (AI is a meaningful addition, marketed as primary, but 2018-founded heritage means the product functioned recognizably without the AI layer). Second, post-acquisition contract uncertainty: the Zelis deal is recent enough that integration impact on Rivet's product roadmap, pricing structure, BAA / DPA, and customer-success staffing is not yet visible. Third, the deceptive /pricing/patient-pricing routing is a dark-pattern the Yardstick rubric explicitly penalizes. Fourth, compliance posture is at the cohort floor (SOC 2 Type 2 + HIPAA + pen test) rather than at the HITRUST-r2 leaders' bar - mid-market hospital procurement will sometimes ask for HITRUST and Rivet does not currently clear that hurdle.

Relative to the cohort: Rivet is the mid-market specialty-ambulatory choice when AKASA / Adonis are too heavy and DIY Excel is too thin. The Yardstick-distinct value to the buyer is the comparability check - is Rivet's bundle of three products at this price the right call versus picking a best-of-breed leader per surface (e.g., Tebra patient cost estimates + Iodine CDI + Waystar denials + standalone payer-contract tooling)? For a 5-50-provider specialty practice with no dedicated RCM team, Rivet's integrated bundle reduces vendor count and contract overhead and the published outcomes are credible. For a 100+ provider group with a real RCM organization, the best-of-breed leaders likely win on per-surface depth and the comparison gets harder for Rivet.

Revisit if: (a) Zelis publishes the post-acquisition Rivet product roadmap and pricing structure, (b) Rivet publishes HITRUST CSF certification status (e1 / i1 / r2), (c) an Epic App Orchard / App Market certified listing appears versus the current generic integration-partner listing, (d) Rivet publishes the foundation-model architecture for its AI features and a held-out accuracy benchmark, (e) a Cerner / Oracle Health integration ships, (f) KLAS / Black Book / Forrester / Gartner coverage lands, (g) peer-reviewed validation or independent third-party measurement of any outcome currently anchored on vendor-authored case studies appears.

Right-of-reply gaps

The following [UNKNOWN] items should be sent to Rivet (and to Zelis, given the recent acquisition) during the factcheck pipeline: