Numerous AI vs Aidoc
A detailed comparison to help you choose between Numerous AI and Aidoc.
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Verdict: Aidoc wins
Aidoc scores 4.2/5, edging out Numerous AI at 3.3/5. Hospital radiology departments and integrated health systems with meaningful acute imaging volumes that want one governed platform for many FDA-cleared triage algorithms instead of a stack of point solutions.
Numerous AI AI inside your spreadsheet, at scale | Aidoc AI powered radiology image analysis platform | |
|---|---|---|
| Rating | 3.3 (1 review) | 4.2 (1 review) |
| Pricing Model | freemium | paid |
| Starting Price | Free tier available | From $10000/mo |
| Best For | Spreadsheet users who need bulk text work — summaries, tagging, extraction, cleanup — done by formula inside Google Sheets or Excel without managing API keys. | Hospital radiology departments and integrated health systems with meaningful acute imaging volumes that want one governed platform for many FDA-cleared triage algorithms instead of a stack of point solutions. |
| Free Tier | ||
| API Access | ||
| Team Features | ||
| Open Source | ||
| Tags | browser extensionfree tier | api accessteam featuresgdpr compliant |
| Visit Numerous AI → | Visit Aidoc → |
Numerous AI
Pros
- + Drag-down formula ergonomics made a 400-row sentiment pass a ~20-minute unattended run in my test
- + Result caching avoided re-billing on identical re-runs, which makes prompt iteration affordable
- + No API keys or provider billing to manage — one subscription covers Google Sheets and Excel
- + Excel add-in carries clean NUM.AI/NUM.WRITE/NUM.INFER functions per Microsoft's AppSource listing
Cons
- - No permanent free tier at time of writing — only a 7-day trial, despite the vendor's own blog advertising a free tool
- - Each cell sees only what you pass it: no cross-row context, no whole-workbook reasoning
- - Sequential cell execution with a ~30s per-cell limit means long rows error out and large runs take real time
- - Pricing page cards are confusing (Personal and Pro look identical; third parties quote a different monthly price)
- - Five-person company: email support, no meaningful SLA, and model choice is not exposed to users
Aidoc
Pros
- + Widest FDA-cleared acute triage portfolio I have reviewed: 31 authorisations on the FDA's December 2025 list, plus the first multi-indication clearance covering 14 abdominal CT findings in one workflow
- + Multi-triage consolidation meaningfully reduces alert noise — one flagged study produces one stacked panel, not one pop-up per algorithm
- + Real-world deployment evidence: Mercy Health documented urgent case turnaround falling from 19.8h to 1.3h across 50+ hospitals, with 5,642 patients expedited from 50,749 flagged findings
- + Vendor-neutral aiOS layer lets a health system run third-party and Aidoc algorithms through one governance and notification stack (17 FDA-cleared algorithms deployed at Hartford HealthCare)
- + Care Coordination and Patient Management close the loop beyond triage: mobile alerts with image context, and report mining that routes incidental findings to facility-defined follow-up protocols
Cons
- - No public pricing, no trial, no free tier — third-party estimates of ~$50k/site/year baseline with $8k-$15k per extra module are unverifiable until you are deep in a sales process
- - Hospital-only: requires PACS/RIS/EHR integration work, so it is irrelevant to individual clinicians, small practices and low-volume facilities
- - 510(k) clearance for most modules does not itself require independent clinical performance data (per JAMA Network Open) — buyers should demand the study set, not just the clearance count
- - No public changelog for algorithm updates, which is a real gap for a system whose output feeds clinical decisions
- - Vendor performance figures (order-of-magnitude false-alert reduction, 1,600+ hospitals) are company claims I could not independently audit
Frequently Asked Questions
Which is better, Numerous AI or Aidoc?▼
Aidoc scores higher at 4.2/5 vs 3.3/5 for Numerous AI, making it the better-rated option in our comparison.
What is the difference between Numerous AI and Aidoc?▼
Numerous AI: Numerous.ai is a spreadsheet add-in that brings AI functions into Google Sheets and Excel for writing, classifying and cleaning data in bulk. Aidoc: Aidoc analyses medical imaging to flag urgent findings for radiologists and care teams, prioritising the cases that need attention first.
Is Numerous AI or Aidoc more affordable?▼
Numerous AI starts at €0/mo, Aidoc starts at €10000/mo. Check the comparison table above for current pricing.
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