Honest comparison

Comparing your options honestly

Free is table stakes now. The question is what each option enforces, where your text goes, and who can use it at all.

CapabilityMedSeek (this repo)Free frontier chatbots (clinician tiers)Individual scribesEnterprise scribes
Captures audio in the roomNo (by design)NoYesYes
Structures notes you already haveYes, checklist-enforcedPrompt-dependentVia transcriptVia transcript + EHR
Blocks unsafe drafts until gaps have ownersYes (e.g., pending-results gate)NoNoRarely
De-identifies before any processingYes (assist, not certification) + egress guardNoVendors state controls; verify tierBAA-covered pipelines
Citations with retrieval date, or silenceYesVariesN/AN/A
Patient-instruction reading-level scoringYes (6th-8th grade target)NoSometimesSometimes
Runs locally / model endpoint is yoursYesNoNoNo
Audit trail of every tool executionYes, content-free hash chainNoVendor-reportedVendor-reported
Verification wall to sign upNone (install and go)US NPI + license verificationEmail/card trialSales process
Dated price point$0, Apache-2.0Free (verified US clinicians) [S5][S6]Freed $39-$119/mo [S1]; Heidi free tier, Clinician $150/mo [S3][S4]~$200-$600/clinician/mo, vendor-compiled [S2]

Prices checked 2026-08-23, re-confirmed 2026-08-26; vendors change tiers — follow the links and verify before deciding. Enterprise figures are a vendor-compiled range, not quotes. Chatbot eligibility: verified US physicians, NPs, PAs, pharmacists per vendor help documentation [S5][S6]. This page describes mechanisms and published prices only; no performance or outcome comparisons are implied. MedSeek price and mechanisms reflect 0.1.3 (nine hosts, 12 lookup tools).

How they compose instead of compete

  • Scribes: their output is text. Feed transcripts through MedSeek for structure checks, discharge gating, de-identified teaching copies, and cited lookups.
  • Answer engines: keep using them for literature questions. MedSeek's lookup tools exist for label sections and trial records with reproducible queries and retrieval dates attached to the artifact you are drafting.
  • Chatbots: anything your policy lets you paste into cloud tools is fine there too. MedSeek covers the cases where policy says no.