Welcome to IDAAHub 👋
The peer review community for healthcare AI — you're an early member. Help shape what comes next.
Reviews Submitted
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Tools in Marketplace
20+
Real vendors listed
Verified Members
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Coming soon
FURM Scores Live
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After first reviews
What's Coming 🚀
📝
Live FURM Scores
Real peer scores calculated as clinicians submit reviews — no made-up numbers here.
👥
Peer Community Feed
Real posts from verified clinicians, startup founders, and investors discussing healthcare AI.
🏆
Founding Member Badge
Early members get permanent Founding Member status — visible on your profile and reviews.
🎙️
Podcast Guest Priority
Founding members get priority invites to share their AI story on the IDAAHub Podcast.
How IDAAHub Works
1
Browse the Marketplace
Explore 20+ real healthcare AI tools across scribing, RCM, diagnostics, and more.
2
Submit a Review
Rate tools you've used across FURM dimensions — Fairness, Usefulness, Reliability, Monitoring.
3
Analyze & Compare
Use the AI chatbot to explore tools and compare options — powered by community reviews.
4
Build Trust Together
Peer-verified scores grow with the community — the more we review, the sharper the signal.
Be one of the first to submit a review 🎉
Your reviews shape FURM scores and help the whole community make better AI decisions.
Rate a healthcare AI tool you use at work. Reviews are benchmarked against the Stanford FURM Framework (Fairness, Usefulness, Reliability, Monitoring). Your peer evaluation helps clinicians across the country compare vendors and make confident purchasing decisions.
Tool Information
FURM Ratings (Stanford Framework)
Your Experience
Attribution Preference
How should your review be displayed to other members?
Anonymous (Verified Clinician)
Named (Dr. Jane Smith, MD)
Anonymous reviews still verify your NPI — only your role, specialty and region are shown.
✓ Review submitted!
Thank you, Dr. Smith. Your evaluation is now live and helping peers across the country make better decisions.
Real healthcare AI tools — FURM scores will populate as peer reviews come in.
FURM scores shown as Awaiting reviews until peer data is submitted.
Microsoft DAX Copilot
AI Scribe · Microsoft / Nuance
Ambient AI scribe embedded in Epic Hyperdrive. Deployed at Atrium Health, Stanford Health Care. Successor to Nuance DAX Express.
Abridge
AI Scribe · Abridge
Ambient notes from clinical conversations. Deployed at Kaiser Permanente, Mayo Clinic, UPMC, Emory. Valuation $2.5B+.
Suki AI
AI Scribe · Suki
Voice-activated scribe integrated with Epic, Oracle Cerner, athenahealth, Meditech. Used by CommonSpirit Health, MedStar.
Heidi Health
AI Scribe · Heidi Health
Structured notes from clinical conversations across specialties. Multilingual support and EHR interoperability.
Cohere Health
Prior Authorization · Cohere Health
AI prior auth automation for payers — primarily Medicare Advantage. Humana is the flagship customer.
Waystar AltitudeAI
RCM · Waystar (NASDAQ: WAY)
AI overlay for claim editing, denial prediction, and prior authorization. Publicly traded RCM platform.
Iodine Software
CDI / Utilization Mgmt · Iodine
AwareCDI for clinical documentation integrity and AwareUM for utilization management — coding and revenue accuracy.
Aidoc
Radiology AI · Aidoc
ED triage AI — FDA cleared for ICH, pulmonary embolism, cervical-spine fracture. Largest US installed base for ED triage AI.
Rad AI
Radiology AI · Rad AI
Auto-generates radiology report impressions and tracks incidental findings. Used at UCSF, U of Maryland. ~20% throughput uplift reported.
Tempus AI
Oncology AI · Tempus (NASDAQ: TEM)
Clinical and molecular data platform — oncology imaging, ECG analysis, real-world evidence. Publicly traded on NASDAQ since 2024.
Glass Health
Clinical Decision Support · Glass Health
Differential diagnosis and care plan generation for clinicians — AI-assisted clinical reasoning at the point of care.
Hippocratic AI
Patient Safety AI · Hippocratic AI
Safety-focused LLM for non-diagnostic patient tasks — pre-op education, discharge follow-ups. Pilots at Cedars-Sinai, WellSpan.
Eleos Health
Behavioral Health AI · Eleos Health
Behavioral health-specific LLMs that cut documentation time and populate progress notes for community-based care teams.
Spring Health
Mental Health AI · Spring Health
Employer mental health benefit — AI for therapist matching and symptom tracking. Strong Fortune 500 customer list.
Doximity (DocsAsk)
Clinical Reference · Doximity
Free, HIPAA-compliant AI assistant for verified US clinicians — drafting letters, patient education, clinical reference.
Notable Health
Workflow Automation · Notable
Automation for intake, scheduling, prior authorization, and revenue cycle. Deployed at Intermountain Health.
Compare real healthcare AI tools across FURM dimensions. FURM scores will populate as peer reviews come in — .
Select tools below to compare. All scores shown as Awaiting until peer data is submitted.
Select Tools to Compare (up to 3)
DAX Copilot
Abridge
Suki AI
Aidoc
Cohere Health
Glass Health
Rad AI
Eleos Health
3 selected · click to toggle
FURM Score Comparison
Awaiting peer reviews
| Dimension | DAX Copilot | Abridge | Suki AI |
|---|---|---|---|
| 🟡 Fairness | Awaiting | Awaiting | Awaiting |
| 🔵 Usefulness | Awaiting | Awaiting | Awaiting |
| 🟢 Reliability | Awaiting | Awaiting | Awaiting |
| 🔴 Monitoring | Awaiting | Awaiting | Awaiting |
| Overall FURM | — | — | — |
Submit a peer review to unlock real FURM scores for these tools.
Public Review Snapshot
Sourced from G2 & Capterra · not peer-FURM data
Eleos Health
Behavioral Health AI
4.9/5
G2 · 12 reviews
Abridge
AI Scribe
4.6/5
Capterra · clinical review
Suki AI
AI Scribe
4.3/5
G2 · 6 reviews
Abridge (G2)
AI Scribe
4.2/5
G2 · 16 reviews
DAX Copilot
AI Scribe
93.8/100
NEJM AI study · accuracy
Aidoc / Rad AI
Imaging AI
—
No public reviews yet
Public review counts are small (6–21 reviews). IDAAHub FURM scores from verified peers will provide specialty-specific, clinically rigorous data these platforms cannot.
🤖
IDAAHub Review Assistant
Ask about any healthcare AI tool · Powered by peer reviews
🤖
Hi! I'm the IDAAHub Review Assistant. Ask me about any healthcare AI tool — I'll pull from peer reviews in our database.
Try asking:
• "What do clinicians say about Abridge?"
• "How does Suki compare to DAX Copilot?"
• "What are the main concerns about Aidoc?"
Try asking:
• "What do clinicians say about Abridge?"
• "How does Suki compare to DAX Copilot?"
• "What are the main concerns about Aidoc?"
📊 Be the first to populate this data
Every review you submit contributes to real FURM scores, powers the AI assistant, and builds peer trust across the community.
41 founding vendors · 312 verified clinicians available to evaluate and connect
AARI Care
AI-powered behavioral health supervision
Care CoordinationVBCBehavioral Health
203followers
18reviews
4.1FURM avg
📢 Latest Update · Sep 22
We've expanded our behavioral health supervision module to support LCSW caseloads up to 120 clients — now piloting at 3 health systems. Clinicians: we'd love your feedback on our FURM scorecard.
Eka Care
Patient-owned longitudinal health record
PHRPatient EngagementInteroperability
341followers
29reviews
4.3FURM avg
📢 Latest Update · Sep 18
Eka Care now integrates with Epic via SMART on FHIR — patient records sync automatically at check-in. Seeking Internal Medicine physicians for a 60-day pilot to validate data continuity metrics.
MedVeritas AI
Clinical evidence summarization
CDSEvidenceHospitalists
189followers
14reviews
4.5FURM avg
🔬 New Research · Sep 14
Published our first independent validation study: 94% summary accuracy against UpToDate gold standard across 1,200 clinical scenarios. Looking for hospitalists in the Southeast to review our oncology module.
PriorAI
AI-driven prior authorization
RCMPrior AuthDenials
97followers
7reviews
3.9FURM avg
🚀 Milestone · Sep 10
Hit $0 in prior auth-related denials for our 3 pilot health systems in August. Specifically seeking feedback from cardiologists and oncologists — your denial patterns are different and we want to get them right.
Conversations with clinicians, surgeons, and AI builders on what's actually working in healthcare AI.
Latest Episode · 23 min · 5.7K views
Where AI Works or Fails in Healthcare with Dr. Neil
Dr. Neil Mukherjee · Surgeon, MIT MedHack Winner · Northwell Health
21 min · 962 views
How Healthcare BEAT Silicon Valley at AI
Deep dive into Menlo Ventures' 2025 State of AI in Healthcare — 80% of market still untapped
21 min · 298 views
Fractional CFO with AI
How AI-powered CFO services help healthcare startups manage finances
19 min · 153 views
Gen AI Adoption in Enterprise
How enterprises are adopting generative AI — implementation challenges and strategies
🎙️ Want to be a guest?
Share your AI implementation story — clinicians, CMIOs, and founders welcome.
View Full Channel ↗
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Ask the community about an AI tool, implementation, or outcome…
💬 Did you see any ROI?
⏱️ How long did implementation take?
🏥 Which specialty does it work best for?
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No posts yet in this category
Be the first to start a conversation about AI tools in your specialty.
AA
AARI Care
★ Founding Vendor
Listed · Active
AI-powered behavioral health supervision · Durham, NC
Followers
203
↑ 14 this week
Clinician Reviews
18
FURM verified
Overall FURM Score
4.1
↑ +0.3 vs last quarter
Open Feedback Requests
2
8 responses received
Your FURM Scorecard
Full report →
🟡 Fairness3.8 /5
Clinicians flag: accent/dialect gaps in transcription
🔵 Usefulness4.5 /5
Top dimension — clinicians cite caseload management
🟢 Reliability4.2 /5
Uptime strong; occasional false flags on crisis detection
🔴 Monitoring3.9 /5
Audit trail requested by multiple reviewers
⚡ Action Recommended
Fairness score is your lowest dimension. 3 clinicians flagged accent gaps. Consider requesting targeted feedback from clinicians with multilingual patient panels.
What Clinicians Are Saying
All reviews →
"AARI has genuinely cut my supervisor documentation from 3 hours/day to under 45 minutes. The caseload AI flags issues I'd miss at this volume."
Verified Clinician · Licensed Clinical Social Worker · Southeast · FURM 4.4
"Useful for high-volume caseloads but the accent recognition struggles with some of our Spanish-speaking clients' notes dictated in English."
Verified Clinician · Psychiatry · Southwest · FURM 3.6
"The crisis detection alerts have been a game-changer for our team managing 100+ clients. Would love better audit logs for compliance."
Verified Clinician · Behavioral Health Program Director · Midwest · FURM 4.2
Open Feedback Requests
Behavioral Health supervisors — v2.1 module
Targeting: LCSW · Southeast · 6–15 clinicians
Primary care pilots — caseload mgmt
Targeting: Family Medicine · Any region
Community Engagement This Month
📢
3
Updates Posted
87 views · 14 reactions
👥
+14
New Followers
203 total · 6 specialties
💬
11
Discussion Mentions
In Behavioral Health AI group
Post a Startup Update
Share product milestones, new research, pilot results, or feedback requests with your 203 followers. Updates appear in their feed and in relevant specialty group feeds.
Update Details
Attach a Feedback Request? (optional)
Include a call-to-action so clinicians who read this update can directly respond with structured FURM feedback.
🙏 Seeking clinician feedback on this update
Clinician Reviews of AARI Care
18 FURM-verified reviews · Overall 4.1 / 5.0 · Cannot edit or respond publicly — reviews are clinician-sovereign
Fairness
3.8
Usefulness
4.5
Reliability
4.2
Monitoring
3.9
Verified Clinician · LCSW · Southeast
Sep 19, 2026
FURM 4.4
"Cut supervisor documentation from 3 hours/day to under 45 minutes. The caseload AI flags issues I'd miss at this volume. Usefulness is off the charts for high-volume settings."
F: 4.0 · U: 5.0 · R: 4.5 · M: 4.2
✓ Recommends
Verified Clinician · Psychiatry · Southwest
Sep 12, 2026
FURM 3.6 ⚠️
"Useful for high-volume caseloads but accent recognition struggles with Spanish-speaking clients' English-dictated notes. Creating more work to correct errors for our bilingual population."
F: 2.5 · U: 4.0 · R: 3.8 · M: 3.5
⚠ With reservations
IDAAHub insight: This review has been flagged in your Fairness action item. 3 similar reviews mention accent/dialect gaps — worth a targeted feedback request to bilingual clinician panels.
Verified Clinician · Program Director · Midwest
Sep 5, 2026
FURM 4.2
"Crisis detection alerts have been a genuine safety improvement for our team managing 100+ clients. Would love better audit logs — compliance team is asking and we have no good answer."
F: 4.0 · U: 4.5 · R: 4.0 · M: 3.5
✓ Recommends
Request Clinician Feedback
Target specific clinician segments for structured FURM evaluations of AARI Care.
Active Feedback Requests
Primary Care Clinicians — Southeast
Sent Sep 1 · Focus: Usability & Fairness dimensions
6/10 responses
Active
Behavioral Health — National
Sent Aug 20 · Focus: Full FURM evaluation
2/10 responses
Low response
New Feedback Request
Target Specialty
FURM Dimensions to Evaluate
Optional note to clinicians
Community
Read clinician discussions. Engage respectfully. Vendors may comment in vendor-permitted threads.
ℹ️
Startup perspective: Community is clinician-first. Vendors may read all threads and respond only in vendor-permitted posts (marked with 🟢). Promotional posts are not allowed.
💊
🟢 Vendor OK
Primary Care AI Tools
Clinicians discussing AI in primary care settings. Vendor responses welcome in flagged threads.
89 members · 4 posts/wk
🧠
🟢 Vendor OK
Behavioral Health Tech
Mental health clinicians evaluating AI-assisted documentation and crisis tools.
54 members · 2 posts/wk
🏥
Read Only
Health System Operations
CMOs, CNOs and care ops leaders discussing AI integration strategy. Clinician-only thread.
38 members · 1 post/wk
Clinician Directory
Find verified clinicians to invite for structured feedback. Outreach only through IDAAHub's consent-first request system.
🔒
Privacy-first: You can filter and invite but cannot view individual profiles. Clinicians control whether to respond. NPI numbers and contact details are never shared.
Specialty
Setting
Region
312 verified clinicians match your filters
•••
Anonymous Clinician
Internal Medicine · Southeast
✓ NPI Verified · 2 reviews on IDAAHub
•••
Anonymous Clinician
Family Medicine · Midwest
✓ NPI Verified · 5 reviews on IDAAHub
•••
Anonymous Clinician
Psychiatry · Northeast
✓ NPI Verified · 1 review on IDAAHub
Portfolio Overview
Meridian Capital · Healthcare AI Fund III · Q3 2026
12
Portfolio Companies
$48M
Total Deployed
3.2×
Avg MOIC
5
New Deals Q3
Portfolio Watchlist
IDAAHub Trust Scores🏥
AARI Care Series A
Clinical AI · Invested: $4.2M
F:88 U:90 R:85 M:86
87
↑ Trust
🏥
NovaMed AI Seed
Diagnostics · Invested: $1.8M
F:72 U:80 R:70 M:76
74
↑ Trust
🏥
CareFlow Systems Series B
Workflow · Invested: $8.0M
F:93 U:90 R:92 M:89
91
→ Trust
🏥
PathwayDx Seed
Genomics · Invested: $2.1M
F:58 U:65 R:60 M:63
61
↓ Trust
Recent Clinician Feedback
AARI Care
"Dramatically reduced documentation time — our workflow is finally sustainable."
★★★★★
Dr. K. Patel · Cardiology
NovaMed AI
"Accuracy is good but the UI still needs work for fast-paced ED environments."
★★★★☆
Dr. R. Chen · Emergency Med
CareFlow Systems
"Best EHR integration I've seen. Our team adopted it in under a week."
★★★★★
Dr. L. Torres · Internal Med
Deal Flow
Healthcare AI startups seeking investment — verified via IDAAHub
18
In Pipeline
5
Due Diligence
2
Term Sheet
1
Closing
HealthScript AI
Clinical NLP · Seed
Seeking: $3M
79/100
💬 Strong NPI verification, 42 clinician reviews
Veriflow Dx
Imaging AI · Series A
Seeking: $12M
85/100
💬 28 hospital pilot sites, FDA 510(k) filed
CareNav
Care Navigation · Seed
Seeking: $2M
68/100
💬 12 clinician reviews, 2 health system pilots
OncoClear
Oncology AI · Series A
Seeking: $9M
88/100
💬 Strong FURM scores, peer-reviewed validation
MediRoute
Patient Routing · Pre-Seed
Seeking: $1.2M
55/100
💬 Early traction, limited clinical reviews yet
NeuroPace AI
Neurology AI · Series B
Seeking: $22M
91/100
💬 125 reviews, published trial outcomes
Investor Community
Connect with LPs, GPs, and co-investors in healthcare AI
Healthcare AI Investors
Core Group
VCs, angels, and LPs focused on digital health and AI startups
👥 284 members
LP Roundtable
LP Only
Limited partners sharing diligence frameworks and portfolio insights
👥 92 members
Clinical AI Due Diligence
Active
Using IDAAHub trust scores and FURM frameworks in investment decisions
👥 156 members
Health IT Deal Flow
Core Group
Curated deal sharing and co-investment opportunities in health tech
👥 210 members
FDA & Regulatory Intel
Active
Regulatory landscape updates relevant to healthcare AI investments
👥 118 members
Exit Strategy Forum
Private
M&A trends, IPO readiness, and secondary market activity in digital health
👥 67 members
Startup Directory
Browse IDAAHub-verified healthcare AI companies — sorted by clinician trust score
AARI Care
Clinical AI · Series A · Durham, NC
87
Trust Score
42
Clinician Reviews
CareFlow Systems
Workflow · Series B · Boston, MA
91
Trust Score
78
Clinician Reviews
Veriflow Dx
Imaging AI · Series A · San Francisco, CA
85
Trust Score
35
Clinician Reviews
OncoClear
Oncology AI · Series A · Houston, TX
88
Trust Score
61
Clinician Reviews
NeuroPace AI
Neurology AI · Series B · Chicago, IL
91
Trust Score
125
Clinician Reviews
HealthScript AI
Clinical NLP · Seed · Austin, TX
79
Trust Score
22
Clinician Reviews