RWD Landscape

An outside-in read of the real-world-data field, written before I started. Below is what I've come to think — held loosely — and the notes behind each one. The map is one way to picture where the competitors actually sit, and where Inovalon's data looks genuinely hard to copy. Starting points for conversations with the team, not settled answers.

What I think so far

Each is a starting point, not a verdict — the link goes to the notes underneath it. The most speculative is 01, and it's the one I'd most want to pressure-test.

A way to picture the field
THE WEDGE payer-native · productized PHARMA / CLINICAL-FACING PAYER-NATIVE → RAW DATA / MARKETPLACE PRODUCTIZED · DECISION-GRADE ↑ EPIC COSMOS FLATIRON TEMPUS CONCERTAI IQVIA HEALTHVERITY TRUVETA DATAVANT OPTUMUNH-OWNED INOVALON
How to read it

One occupied space, and it's conflicted

The top-right is payer-native and productized — where Inovalon sits. The only neighbor in it is Optum, and being owned by UnitedHealth makes its neutrality a hard sell to payers and pharma alike. The capable players on the left — IQVIA, Truveta, the oncology specialists — are formidable, but structurally pointed at pharma, not the payer side. So the real question isn't "is the space empty." It's "can a neutral player hold it." Each dot links to my notes.

Direct threat to the wedge
Rising — via AI / adjacency
Moderate
Capable, but locked out
Color = threat to the payer-native wedge, not company size. ↑ = accelerating.
How I drew this — and where it's rough
Two axes X : pharma / clinical-facing (left) ←→ payer-native (right) Y : raw data / marketplace (bottom) ←→ productized, decision-grade (top) Color : threat to the payer-native wedge (not overall size) Roughly where each landed, and why Inovalon right, high the wedge — payer claims + enrollment, risk / HEDIS / Stars, real-time Optum right, high the only true neighbor; UNH ownership makes neutrality suspect (RED) Datavant center, rising tokenization standard now pushing into RWE + risk adjustment (RED ↑) Truveta left, high provider EHR, AI-native; threat via AI, not payer data (AMBER ↑) IQVIA left, high global regulatory-grade RWE; thin on payer (BLUE) HealthVerity left, low resells Inovalon data; part partner, part rival (BLUE) Flatiron left, high regulatory-grade oncology, Roche-owned — locked to one area (GRAY) Tempus left, mid lab / clinico-genomic oncology — locked to one area (GRAY) ConcertAI left, mid neutral oncology + agentic AI — locked to one area (GRAY) Epic Cosmos center, high largest US clinical corpus, own model — can't be bought (GRAY ↑) Hiring tells — Jun 2026 (open-role scan — concrete, but a snapshot) Truveta GenAI/LLM hiring push — 4+ ML "LLMs & Generative AI" roles, a Clinical Prompt Engineer, a "Clinical Intelligence" product lead. Backs the AI-native ↑. Datavant life-sciences GTM push — 7 "Strategic Engagement Lead, Life Sciences" + Pharma / RWE Client Partners; but one explicit AI role, and ~68% of openings are record-retrieval ops. Rising on commercial reach; AI still thin. What I'd caution These positions are my judgment from reading each company, not a scored model. "Threat" here means threat to the payer-native wedge specifically — the oncology players are formidable in their own lane. The wedge claim still needs real evidence on size and defensibility before it means anything.
Who actually buys it

A competitive map is supply-side — whose data is whose. The demand side decides what's worth building. Here the buyer splits, and pitching the wrong layer is the classic enterprise-RWD stall.

Uses it
HEOR / Market Access

Runs the analysis and feels the pain — but rarely holds the budget.

Pays for it
Commercial · Central Data

Owns the spend. Often a step removed from the day-to-day use case.

Stalls when
You pitch the user

Sell the layer that feels the pain to the layer that signs the check, or it dies in procurement.

The edge
Two-sided

Sells to pharma and payers — the position IQVIA and Truveta can't both claim.

The notes

Every read in one place, sorted by how close each sits to Inovalon's lane — the synthesis up top, then the four I dug into, then a lighter sweep of the rest. Threat means threat to the payer-native wedge. Each row links to its write-up.

Tier Company Threat Reports One-line read Latest pull
Synthesis Inovalon Synthesis Where it has room, how big it is, who pays, and the one place it's behind. Jun 18
Background Deep Research Read Inovalon and the landscape it sits in. Jun 11
Deep dive Optum High Teardown·CI Only other payer-native player; UNH ownership and a pharma-RWD AI vacuum keep the flank open. Jun 21
Deep dive Truveta Med-High Teardown·CI Provider-owned US EHR, AI-native — exposes the AI gap. Jun 13
Deep dive IQVIA Medium Teardown·CI Global regulatory-grade RWE; cedes the payer-native space. Jun 13
Deep dive HealthVerity Medium Teardown·CI Marketplace that resells Inovalon's data — we hold the source. Jun 16
Sweep Datavant High CI Tokenization standard pushing into RWE + risk adjustment. Jun 13
Sweep Epic Cosmos Indirect CI Largest US clinical corpus + its own model — can't be bought. Jun 19
Sweep Flatiron Locked CI Regulatory-grade oncology, Roche-owned; one therapeutic area. Jun 13
Sweep Tempus Locked CI Lab-anchored oncology clinico-genomics, sold via Lens. Jun 13
Sweep ConcertAI Locked CI Neutral oncology + agentic AI; CEO is Inovalon's ex-president. Jun 13

Worth flagging: Datavant is now the highest-threat company with the lightest analysis — the one I'd deepen next.