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Cohere Health vs Develop Health

Two Prior Authorization vendors, side by side. Facts from public sources; judgments are ours.

At a glance

Derived from public facts · a rough scale, not a ranking

Cohere HealthDevelop Health
Pricing model

Enterprise contract (custom) · scoped by UM volume and model

Free to providers (funded by payers/pharma) · pharma-funded, free for prescribers

Speed to go live

deep payer UM integration, multi-month program

API integration into existing EHR workflow

Automation model

Software platform · AI-assisted utilization management decisioning

Autonomous agents · automated benefit checks and PA submission

Built for

Payers

Small practices, Mid-size groups, Enterprise systems

Security posture

HITRUST, HIPAA

HIPAA

Company maturity

7 yrs (est. 2019)

4 yrs (est. 2022)

Financial backing

$200M · Series C

$17.6M · Series A

Named customers

3 named

4 named

Published results

Specific numbers public

No public numbers

Documented integrations

3 listed

2 listed

Third-party validation

None found

None found

Bottom line

  • Pick Cohere Health if you are a health plan replacing legacy utilization management with AI-driven prior auth at Humana-proven scale.
  • Pick Develop Health if medication prior auths bottleneck your prescribers and you want end-to-end PA automation at no cost to the practice.

Cohere Health

Intelligent prior auth platform for payers

Founded
2019
HQ
Boston, MA
Stage
Series C
Raised
$200M

What it does

  • Automates prior auth intake, review, and approval for health plans
  • Auto-approves up to 90 percent of eligible auth requests
  • Applies evidence-based clinical policies and physician-facing nudges
  • Provider performance analytics to steer utilization management
  • Payment integrity claims validation via Cohere Validate
  • Delegated UM services across MSK, cardiology, imaging, sleep

Where it's strong

  • Proven at national scale: over 12 million prior auth requests a year across roughly 600,000 providers, including a nationwide Humana deployment.
  • High auto-approval rates (up to 90 percent) materially cut turnaround times and provider abrasion, which matters as CMS-0057 deadlines arrive.
  • Well capitalized at $200M raised and expanding beyond prior auth into payment integrity, reducing single-product risk.

What buyers should weigh

  • It sells to health plans, not providers; a provider organization only encounters Cohere through a payer that has adopted it.
  • Much of its track record is concentrated in the Humana relationship, so plans of smaller size should ask for comparable references.
  • Delegated UM and clinical policy alignment make implementations substantial projects with real compliance and integration work, not a light SaaS install.

Named customers

Humana · Geisinger Health Plan · Medical Mutual of Ohio

Integrations

Rhyme network for provider-side connectivityHealth plan UM and claims systemsFHIR-based APIs supporting CMS-0057 compliance
Full Cohere Health profile →

Develop Health

AI benefit verification and prior auth for prescriptions

Founded
2022
HQ
Menlo Park, CA
Stage
Series A
Raised
$17.6M

What it does

  • Real-time benefit verification with plan-specific cost and coverage
  • Predicts coverage and PA requirements at point of prescription
  • Generates and submits prescription prior authorization packages
  • Drafts appeals and manages denials automatically
  • Returns structured coverage data into the prescriber's EHR

Where it's strong

  • Purpose-built for prescription drug access (benefit checks plus medication PA), a narrower and deeper wedge than general prior auth vendors.
  • Named traction with high-volume telehealth prescribers like Ro and LifeMD, where GLP-1 coverage friction makes the ROI easy to measure.
  • Founders came from Canvas Medical and Rupa Health, so the product is built around real prescriber workflow integration rather than a standalone portal.

What buyers should weigh

  • Total funding of $17.6 million and a 2022 founding date make this an early-stage vendor bet; assess team depth and support model before committing core volume.
  • Public proof points are concentrated in telehealth and virtual care companies, so traditional health systems and pharmacies will find fewer reference customers.
  • Scope is medications only; if you also need procedure, imaging, or DME prior auth, you will still need another vendor.

Named customers

Ro · LifeMD · Calibrate · Sunrise

Integrations

EHRs (API integration into prescriber workflows)Pharmacy benefit managers
Full Develop Health profile →

Compare against the rest of Prior Authorization

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