Case Study — Healthcare SaaS · Market Sizing

The estimate said 35,000 practices. The NPI data said 15,047. That gap was a $180M overstatement of the addressable market.

A healthcare forms platform had a market size figure. They didn’t have a methodology. We rebuilt it from the ground up — 9.4M NPI records, six market segments, source citations on every claim. Final number: $1.41B TAM.

9.4M
NPI records analysed
6
Market segments sized independently
$1.41B
Confirmed TAM — primary market
Stack Python NPPES Census Bureau AMA Data

Before.

The client had a single global market figure from a third-party research report — $1.96B global patient intake software market. That was it. No bottom-up segment breakdown. No practice counts. No SAM or SOM. No methodology that would survive a question from a board member or investor.

Strategic decisions were being made — which segments to prioritise, where to allocate sales headcount, which features justified investment — against a single top-down number that couldn’t answer any of the questions those decisions required. What does the US market look like? What fraction is actually reachable? Which segment has the best risk/return on sales cycle vs. revenue per customer?

The multi-location segment was particularly broken. Their estimate: 30,000–50,000 practices. They were allocating significant sales attention on that basis. The actual CMS NPPES-confirmed count: 15,047 physician organisation NPIs with two or more registered practice locations.

The Situation
  • One top-down global figure ($1.96B) — no US-specific breakdown, no segments
  • Multi-location segment count estimated at 30,000–50,000 — off by 2–3x
  • No SAM or SOM — no filter for reachability, budget fit, or digital readiness
  • No practice counts for five of six strategic segments
  • TAM number used in board decks with no source on individual claims

The market, rebuilt from the ground up.

Six segments. Each with a verified practice count, independent TAM/SAM/SOM, win rate context, and a sales cycle estimate. No single figure without a source.

Segment Practice Count TAM SAM SOM (Yr 3) ARPU/Yr Priority
Multi-Specialty Groups
4+ physicians, 3+ specialties
28,042–32,392 ✓ $360M $216M $6.48M $12,000 Tier 2
Small Practice Admins
Solo/2–5 physicians
~150,000 $225M $138M $4.14M $1,500 Tier 1
Hospital Enterprise IT
Health system procurement
~6,100 ✓ $610M $122M $3.0M $100K† Tier 3
Multi-Location Groups
2–9 practice locations
15,047 ✓ NPPES $135.4M $74.5M $2.23M $9,000 Tier 2
Tech-Forward / DPC
Concierge & direct primary care
~50,000 ☍ $75M $45M $1.8M $1,500 Tier 1
Practice Startups
New practices annually
5K–8K/yr $7.8M/yr $13.5M $540K $1,200 Tier 1
Total Primary Market ~$1.41B ~$609M ~$18.2M

✓ = NPPES or government-confirmed count  |  ☍ = internal estimate, no public benchmark  |  † = Phreesia benchmark; FormDR current Enterprise Suite = $24K/yr; $100K is long-run ceiling at volume-based pricing maturity

What we did.

Five months of structured market research and NPPES data analysis — six segments, each independently sized from primary sources.

Step 1 — Segment Architecture
Rejected the single-TAM approach. Built a six-segment framework where each segment is defined by organisational structure and buying behaviour — not industry vertical. A multi-location dental group and a multi-location physician group have the same buyer profile (standardisation across sites, multi-stakeholder approval, long cycle) even though the clinical workflows differ. Segmentation by structure, not specialty, allowed us to size each segment independently with appropriate ARPU assumptions and win rate context.
Step 2 — Source Validation Across 55+ Claims
Validated 55+ individual claims across six research domains: global market sizing, small practice data, multi-location and hospital counts, multi-specialty and startup projections, competitor pricing, and SaaS benchmarks. Material findings: EHR adoption was 83.6% for certified EHRs but 95% overall (different things, different implications for SAM); the US share of the global market was not 60% as assumed — healthcare IT analogues from Grand View Research, Polaris, and Fortune consistently show North America at 40–50%; the CAGR upper bound of 16% was unsupported — two sources confirmed 13.7–14.2%.
Step 3 — NPPES Full Dataset Analysis
Downloaded and analysed the CMS NPPES February 2026 dataset — 9.4M NPI records covering all US healthcare providers. For the multi-location segment specifically: extracted all Entity Type 2 organisations (physician group NPIs) with 2–9 registered practice addresses. Result: 15,047 confirmed organisations — not the 30,000–50,000 previously assumed. The prior estimate had conflated multi-physician practices (multiple doctors at one address) with true multi-location practices (same organisation, multiple physical sites). The AHRQ figure of 35,448 that the estimate was based on measures multi-physician groups, not multi-location practices. The $180M TAM overstatement flowed directly from this single definitional error. Expanded the NPPES analysis to all 16 provider types (not just physicians) — total active provider NPIs: 5,431,245 (3.2x the physician-only count), surfacing a separate expansion segment of 162,825 multi-physician single-location addresses and a multi-location all-provider upper bound of 34,839 orgs.
Step 4 — ARPU Benchmarking & Practice Count Calibration
The multi-specialty ARPU had been estimated at $7,500/yr — competitor pricing validation against NexHealth, IntakeQ, and Phreesia benchmarks confirmed the correct range was $12,000/yr, a 60% uplift that increased the multi-specialty SOM from $4.05M to $6.48M and made it the highest-SOM segment. The small practice count was revised upward from 130,000 to 150,000 after analysis found the prior figure implied an implausibly high average practice size of 2.54 physicians per practice for the sub-5-physician band. Census Bureau Business Dynamics Statistics cross-validation confirmed 128,948 physician office firms and 198,477 establishments — compatible with a 150,000 central estimate.
Step 5 — Final Source Reconciliation
Final validation against 25+ remaining claims. US market share confirmed at 42–45% based on North America share × US fraction of North America. The $90B DPC market reference corrected to a global projection, not a US figure. Hospital clinic averages replaced with tiered ranges by bed count — a single average concealed a 10x range in IT procurement budgets between 50-bed and 500-bed facilities. The multi-specialty NPPES count was upgraded from an AMA-derived estimate to a direct NPPES count — 28,042–32,392 confirmed addresses with 4+ physicians across 3+ specialties.
Step 6 — Stripe Data Calibration
Validated ARPU assumptions against the client’s own Stripe revenue data. Analysis of ~1,587 fixed-price active subscriptions showed a weighted blended ARPU of $700–$1,100/yr — materially below the model’s $1,500/yr assumption. The gap is explained by the composition of the installed base (skewed toward entry-tier plans) vs. new deals closed in sales calls (which close at higher tiers). Both figures were preserved in the final model with explicit notes: $700–$1,100 as the current population reality; $1,500–$2,000 as the aspirational new-deal target. This distinction changed the interpretation of ARPU growth from a background assumption to an explicit strategic lever.

After.

$1.41B
Confirmed TAM across primary market — built from verified practice counts, not a global percentage estimate
$609M
SAM after applying EHR compatibility, budget fit, digital readiness, and pain point match filters per segment
$18.2M
Year 3 SOM — annual obtainable revenue at conservative 2.2% average SAM penetration
15,047
Confirmed multi-location orgs — was 30,000–50,000. NPPES Entity Type 2 count, February 2026
5.43M
All-provider NPIs across 16 provider types FormDR serves — 3.2x the physician-only universe
$6.48M
Multi-specialty Year 3 SOM — highest of all six segments, confirmed after ARPU benchmarking against NexHealth, IntakeQ, and Phreesia

What you can do now.

Your board deck has a defensible number. $1.41B TAM with a source citation on every claim — practice counts from NPPES, ARPU benchmarks from NexHealth/IntakeQ/Phreesia, growth rates from Straits Research and Verified Market Research. Not “the market research says $X.” The specific claim, with the specific source, with the confidence level documented.

Your GTM now has a segment priority stack. Multi-specialty is your highest-SOM segment at $6.48M — but it was only 5% of sales pipeline. Small practices are 60% of pipeline, but represent a lower revenue ceiling. The data tells you where to shift headcount. That’s a different conversation than “we should go upmarket.”

Your expansion thesis is NPPES-confirmed. The all-provider analysis found 5.43M active provider NPIs across 16 provider types. Behavioral health alone is 1.99M providers — 37% of the total addressable universe FormDR could serve. That’s not a slide. It’s a confirmed data set with an associated market size calculation.

Jake McMahon
Jake McMahon
ProductQuant

10 years building growth systems for B2B SaaS companies at $1M–$50M ARR. BSc Behavioural Psychology, MSc Data Science. This engagement involved downloading and parsing the CMS NPPES dataset (9.4M records) and cross-validating against Census Bureau, AMA, Stripe, and competitor pricing data. The objective was a market sizing model where every number has a source and every source is cited.

What this looks like for your company

The Foundation.

A six-week growth audit covering every layer of your business — analytics, churn prediction, competitive intelligence, experiment design, and positioning — with full documentation and a ranked opportunity map.

  • Full analytics audit: every event reviewed, 5–10 biggest gaps revenue-sized, implementation roadmap
  • Churn prediction model trained on your data; weekly at-risk list from week one
  • Competitive intelligence library: 15+ competitors mapped with weekly alert system
  • Market sizing from primary data sources — not top-down TAM assumptions
  • Full handover documentation; your team runs everything independently from day one
$15,000–$25,000 · 6 weeks
Right for you if
  • Raising a round or entering a new segment and need validated market data
  • Growth strategy built on assumptions that haven’t been stress-tested against primary sources
  • Want a complete growth infrastructure — not a single report, but a full operating system

Your TAM number is only as good as its methodology.

Most market size figures in pitch decks come from one research report, cited as a percentage of a global figure, with no segment breakdown and no verification. That’s fine until someone asks how you sized the multi-location segment. A structured market sizing engagement typically takes 4–6 weeks. The conversation to scope it takes 15 minutes.