Pricing

Buy the data domain you need. Or the whole panel for less.

Synthetic healthcare data, priced by domain — so you can take just the eligibility, medical, Rx, or revenue data your project needs. Or grab all four linked domains as a bundle and save up to 25%. No license negotiation, no privacy review, no surprises — pay once, download now.

Panels & pricing

Medicare Advantage · available now

Pick a panel size. Pick your domains.

The prices below are the Medicare Advantage line — live today, with four linked domains: eligibility, medical claims, Rx claims, and revenue. Same four at every size; only the member count and the price change. The bundle is the best value at any tier.

More lines of business (commercial, Medicaid, ACA) and more data domains (encounters, labs, quality measures) are expanding from the same archetype engine. They're not priced here yet — each gets listed pricing as it ships.

Starter panel

100,000 members · 36-month panel

100K
À-la-carte · per file
  • Eligibility$1,000
  • Revenue (MMR)$1,000
  • Rx claims (Part D)$1,000
  • Medical claims$1,000
Full bundle · all 4 filesSave 25%
$3,000$4,000

Every linked file at this size, with the full report bundle — $1,000 less than buying each file separately.

Production panel

500,000 members · 36-month panel

500K
À-la-carte · per file
  • Eligibility$2,500
  • Revenue (MMR)$2,500
  • Rx claims (Part D)$2,500
  • Medical claims$2,500
Full bundle · all 4 filesSave 25%
$7,500$10,000

Every linked file at this size, with the full report bundle — $2,500 less than buying each file separately.

All prices are one-time, per release, in USD, for the Medicare Advantage line. Same schema across sizes — newer releases model more of reality.

Every purchase

One price. Everything you need to actually use the data.

Whether you buy one file or the full panel, you get the same complete package — no metered downloads, no add-ons, no surprise line items.

License terms, plainly: use it for internal analytics, development, and research, across your whole organization. Don't resell or redistribute the dataset, and don't submit it as real data in regulatory filings — it's synthetic.

  • Every file you select, as version-pinned parquet
  • The full data dictionary — every column, type, and code system
  • The credibility audit + actuarial summary report bundle
  • Reproducible & version-locked — cite the exact release you used
  • Instant download — no signup wait, no privacy review
  • A license for internal analytics, development, and research use

Build vs. buy

What does waiting for real data actually cost?

The traditional paths to comparable healthcare data — licensing CMS Research Identifiable Files, buying a commercial license like MarketScan, or negotiating a real-data DUA with a plan — run from tens to hundreds of thousands of dollars and take months of legal, privacy, and security review. This estimates the time and money you save by starting with synthetic data instead.

$3,000

Fully-loaded weekly cost of a team blocked while data access clears. Used to monetize the time you save.

Estimated savings with Verism
~$101,500

and about 24 weeks faster to data — vs. the midpoint of CMS Research Identifiable File (RIF).

Includes $29,500 in direct cost plus $72,000 in monetized delay (24 wk × $3,000/wk).

Traditional pathEstimate
$32,500
est. access cost$15,000$50,000 range
24 wk
est. time to data1236 wk range
Verism bundle100,000 members
$3,000
full bundle, all 4 filesStarter panel
minutes
time to datainstant download

Competitor figures are illustrative industry estimates — not quotes — based on publicly discussed license, DUA, and review timelines. Actual costs vary by vendor, scope, and organization. Verism prices are live from our catalog.

FAQ

The questions buyers actually ask.

Do you have other lines of business or data types?

Medicare Advantage is available now, with four linked domains: eligibility, medical claims, Rx claims, and revenue — the prices on this page. Commercial, Medicaid, and ACA lines, plus encounters, labs, and quality measures, are on the way, rendered from the same archetype engine. They aren't priced yet; each gets listed pricing as it ships.

What format does the data come in?

Columnar parquet — one file per dataset, all joinable on member_id. It loads straight into pandas, Polars, DuckDB, Spark, or any warehouse. A full data dictionary ships alongside it.

Can I use it commercially — in my product or client work?

Yes. The license covers internal development, analytics, benchmarking, and research, including building and demoing products. The one thing it does not allow is reselling or redistributing the dataset itself.

Is it really not PHI?

Correct. Every member is 100% AI-generated and calibrated to published CMS and MA benchmarks — there are no real patients, no real claims, and nothing to de-identify. It is not subject to HIPAA, so there is no DUA, BAA, or privacy review.

How is it licensed — per-seat or per-organization?

Per-organization internal use. Everyone at your company can use a dataset you purchase; there are no per-seat fees. Resale or redistribution to third parties is not permitted.

What about refunds?

It is data, so we cannot un-deliver a download. Try the free 1,000-member sample first to judge the fidelity for yourself — it is the full schema and report bundle. If something is wrong with your purchase, reach support and we will make it right.

How current is the data?

It ships as versioned releases — each one is a dated, reproducible snapshot. The current panel covers a 2024–2026 longitudinal window. You always know exactly which release you are working from.

Can I get a custom panel or a different size?

Contact us. Custom sizes, cohorts, and bespoke panels are on the roadmap — tell us what your use case needs and we will tell you where it sits.

Judge the fidelity before you pay.

Download the free 1,000-member sample — full schema, full report bundle, no card. When it holds up, the full panels are a click away.

Medicare Advantage domains from $1,000 · full bundle $3,000