Comparison · global CRO & data/analytics provider

An auditable, white-label IQVIA feasibility alternative.

IQVIA is a global CRO and data powerhouse with feasibility and study-planning offerings bundled into broader services. If you want a focused, cited, re-runnable feasibility verdict you control — without buying into a full-service engagement — here is how we compare.

CapabilityIQVIAClinical AI OS
Typical turnaround per protocolVaries (service-dependent)Hours
Every number cited to a public source
Deterministic, re-runnable scorers
21 CFR Part 11 tamper-evident audit chain on every run
White-label + run in your own cloud account
Self-hosted inference — protocols never sent to a third-party model
Pricing modelService / enterprisePer-run + platform plan

Where IQVIA is strong

IQVIA offers enormous scale, proprietary real-world data assets, and end-to-end clinical services. If you are outsourcing the whole study, that integrated breadth is a genuine strength.

Where we differ

  • A focused feasibility verdict you own and can embed in your own bid pipeline via API/MCP — not a service engagement.
  • Full citation provenance and deterministic scorers, so the number survives a sponsor challenge.
  • Part 11 audit export per run, and the ability to run in your own cloud account.
  • Self-hosted inference: protocols never leave to a third-party model, and we never train on your data.

This comparison reflects our understanding of typical offerings and is provided in good faith; vendor capabilities change, so verify current details with each provider. All product names, logos, and trademarks are the property of their respective owners and are used for identification only.

See a cited verdict against your own protocol.

Send us a protocol. We'll return a fully cited feasibility verdict you can trace, line by line, back to public data — yours to white-label, defend in a bid, or hand to a regulator.