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Healthcare · head to head

Annalise.ai vs Quantum Health

Annalise.ai logo

Annalise.ai

Healthcare

Multi-finding chest X-ray and head CT triage AI with FDA clearance on named findings, not on the whole model

From
On request
Rated
-
Full reviewWebsite
Quantum Health logo

Quantum Health

Healthcare

Healthcare navigation for self insured employers, delivered by pods of human care coordinators

From
On request
Rated
-
Full reviewWebsite

The short version

  • Each has a real cost: Annalise.ai the United States cleared indication covers roughly ten findings for triage and notification, far fewer than the model reports, so a buyer who evaluates the full multi-finding output and then contracts in the United States gets a much narrower cleared use.; Quantum Health nothing is published: no per employee per month rate, no implementation fee, no minimum eligible lives, so an employer cannot benchmark a Quantum quote against anything before entering a sales process.
  • They diverge on capability: Annalise.ai covers Annalise Enterprise CXR, Quantum Health covers Care coordinator pods.
  • Prices and features above were last checked on 1 September 2026.

Where they differ

Only the attributes on which Annalise.ai and Quantum Health actually diverge.

Attributes where Annalise.ai and Quantum Health differ
AttributeAnnalise.aiQuantum Health
PlatformsWeb, Cloud, On-premiseWeb, iOS, Android

Identical on both: starting price (On request), pricing model (quote), free tier (No), user rating (Not yet rated), category (Healthcare).

What each one covers

Drawn from each product's published feature list. An absence here means we hold no record of it - not that the product lacks it.

Only in Annalise.ai

  • Annalise Enterprise CXR
  • Annalise Enterprise CTB
  • Triage and notification
  • Worklist reprioritisation
  • Localisation overlays
  • Confidence output
  • PACS-native deployment
  • On-premise or cloud inference

Only in Quantum Health

  • Care coordinator pods
  • Real time intercept
  • Provider steering
  • Claims and benefits advocacy
  • Embold Plus tier
  • Quantum Flex tier
  • Quantum Signature tier
  • Point solution routing

What people use each for

The jobs each tool is most often brought in to do.

Annalise.ai

  • An emergency department wanting pneumothorax and intracranial haemorrhage pushed to the front of the reading queue overnight when cover is thinnestnot Quantum Health
  • A teleradiology provider covering many small hospitals that needs consistent triage before a human readsnot Quantum Health
  • A screening programme in Europe where the broader CE marked decision support indication, rather than the narrow United States triage clearance, is what is being deployednot Quantum Health
  • A radiology department building an AI governance programme that wants one vendor covering both chest radiograph and head CT rather than contracting two separate algorithm suppliersnot Quantum Health

Quantum Health

  • A self insured employer of a few thousand staff whose members call the carrier, get transferred repeatedly and make expensive care decisions unsupportednot Annalise.ai
  • An employer that has bought many point solutions and needs someone to route members into the ones already fundednot Annalise.ai
  • A plan wanting intervention before an elective procedure is scheduled rather than a report about it afterwardsnot Annalise.ai
  • An employer that wants navigation without giving the same vendor the clinical delivery contractnot Annalise.ai

Where each one falls short

Documented limitations, not opinions. Every one is a constraint you would hit in normal use.

Annalise.ai

  • The United States cleared indication covers roughly ten findings for triage and notification, far fewer than the model reports, so a buyer who evaluates the full multi-finding output and then contracts in the United States gets a much narrower cleared use.
  • Triage AI reprioritises a worklist but does not change clinical decisions on its own, so departments that do not redesign how urgent studies are picked up see no measurable improvement in time to treatment.
  • Published validation is largely reader study evidence on detection of individual findings; prospective evidence of shorter time to treatment in routine emergency care is thin.
  • The Annalise brand is being migrated under the Harrison.ai name for the critical care offering, which creates ambiguity in multi-year contracts about what product name is actually being supported.
  • A high finding count raises the alert burden, and departments report that low prevalence findings generate false positives that erode radiologist trust unless the alerting thresholds are tuned locally.

Quantum Health

  • Nothing is published: no per employee per month rate, no implementation fee, no minimum eligible lives, so an employer cannot benchmark a Quantum quote against anything before entering a sales process.
  • It sells to self insured employers of roughly 500 employees and up, so smaller and fully insured employers are outside the model regardless of interest.
  • Quantum navigates but does not deliver care, so it cannot close a loop with a visit of its own, and members who are steered still have to obtain an appointment through the ordinary network.
  • The pod model depends on staffing continuity, and turnover in the coordinator teams degrades exactly the consistency that the pod concept sells, which is invisible in a demonstration.
  • Savings are measured against counterfactual claims trend, so the number in the return on investment case depends heavily on the methodology chosen, and employers should insist on defining that methodology before signing rather than accepting the vendor own model.

Pricing, plan by plan

Annalise.ai

On request
  • Annalise Enterprise$undefined/year
    • Priced per study analysed or as an annual volume subscription
    • CXR and CTB licensed separately
    • Cleared finding set differs by market, which changes what you are buying

Quantum Health

On request
  • Quantum Health$undefined/year
    • Per employee per month, quoted not published
    • Three tiers: Embold Plus, Quantum Flex and Quantum Signature
    • Sold to self insured employers from roughly 500 employees upward

Which should you pick?

Choose Annalise.ai if

  • You need annalise enterprise cxr.
  • You work on Web, Cloud, On-premise.
  • You also want annalise enterprise ctb.
Annalise.ai review

Choose Quantum Health if

  • You need care coordinator pods.
  • You work on Web, iOS, Android.
  • You also want real time intercept.
Quantum Health review

Questions people ask

Is Annalise.ai or Quantum Health better?
Neither clearly leads. Annalise.ai starts at On request and Quantum Health at On request, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Annalise.ai or Quantum Health?
Annalise.ai starts at On request and Quantum Health at On request.
Does Annalise.ai or Quantum Health run on more platforms?
Annalise.ai runs on Web, Cloud, On-premise. Quantum Health runs on Web, iOS, Android.
What is Annalise.ai best used for?
Annalise.ai is most often used for an emergency department wanting pneumothorax and intracranial haemorrhage pushed to the front of the reading queue overnight when cover is thinnest, a teleradiology provider covering many small hospitals that needs consistent triage before a human reads, a screening programme in europe where the broader ce marked decision support indication, rather than the narrow united states triage clearance, is what is being deployed, a radiology department building an ai governance programme that wants one vendor covering both chest radiograph and head ct rather than contracting two separate algorithm suppliers. Of those, an emergency department wanting pneumothorax and intracranial haemorrhage pushed to the front of the reading queue overnight when cover is thinnest and a teleradiology provider covering many small hospitals that needs consistent triage before a human reads are not what Quantum Health is typically brought in for.
What can Annalise.ai do that Quantum Health cannot?
Annalise.ai covers Annalise Enterprise CXR, Annalise Enterprise CTB, Triage and notification, Worklist reprioritisation. Quantum Health covers Care coordinator pods, Real time intercept, Provider steering, Claims and benefits advocacy.

Answered from the vendors’ own pages

Annalise.ai: How many findings are FDA cleared?

Around ten across chest X-ray and head CT, for triage and notification only. The model reports far more findings than that; the rest are not cleared in the United States.

Quantum Health: Is there a minimum employer size?

Quantum works with self insured employers of around 500 employees and up. It does not publish a hard minimum, but the model does not fit small or fully insured groups.

Annalise.ai: Is the European position different?

Yes. CE marking under the medical device regulation covers a broader decision support indication than the United States triage and notification clearances, so the same software is a different regulatory product depending on where you deploy it.

Quantum Health: Does Quantum provide the medical care?

No. It navigates, coordinates and steers, but care is delivered by the network. That is the deliberate difference from vendors that own their own virtual clinicians.

Annalise.ai: Does it diagnose?

No. In the United States it is a triage and notification device: it flags studies for earlier review, and the radiologist makes the diagnosis.

Quantum Health: What are the tiers?

Embold Plus for carrier compatible navigation, Quantum Flex for modular capability selection, and Quantum Signature for deeper clinical, pharmacy and provider steering integration.

Annalise.ai: Is Annalise.ai becoming Harrison.ai?

The critical care offering is now marketed under the Harrison.ai name. Ask the vendor to name the contracted product explicitly before signing a multi-year deal.

Quantum Health: Is pricing published?

No. No rates, implementation fees or minimum lives are disclosed. Expect a fully custom quote based on headcount, plan complexity, carrier relationships and modules.

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