The Radiological.ai blog
AI radiology, written for the read
Plain-language writing on AI in radiology: how decision support flags suspected findings, how worklist triage surfaces urgent studies first, what structured reporting saves on the write-up, and how to lighten the read without burning out the team. No hype, just what holds up on a real shift.
Deep Learning MRI Reconstruction Cost for OEM Upgrades, SwiftMR and SubtleHD
What deep learning MRI reconstruction actually costs, from five named federal purchase orders: $144,574 for Siemens Deep Resolve, $149,210 for Philips SmartSpeed and two Canon AiCE upgrades. Why SwiftMR and Subtle Medical have no public price, how to compare a one-time OEM upgrade with a per-study subscription, and what to put in the quote.
Radiology Follow-Up Recommendation Tracking Software Compared
About half of recommended follow-up imaging never happens. We compare Rad AI Continuity, PowerScribe Follow-up Manager, Inflo Health and Eon on how they find recommendations, what they automate, FDA status and pricing, and show why the report itself decides whether any of them works.
PACScribe Alternatives and Cloud PACS Pricing Compared
PACScribe publishes its cloud PACS prices: $119.99 and $499.99 a month, with Enterprise on quote. We compare it with PostDICOM, Medicai, Ambra, OnePacs and RamSoft on published price, storage, add-ons and the FDA record, with the questions to ask before you sign.
Combinostics cNeuro Alternatives After the SyntheticMR Deal
SyntheticMR bought Combinostics for EUR 4.3 million in January 2025 and its US sales have since fallen. We compare cNeuro with NeuroQuant, icobrain and DeepHealth Brain on FDA clearances, ARIA monitoring, price evidence and switching cost, with the questions to ask before you renew.
icometrix icobrain Alternatives After the GE HealthCare Deal
GE HealthCare bought icometrix for about $98 million upfront in November 2025. We line icobrain up against NeuroQuant, DeepHealth Brain, cNeuro, AQUA and Neuroreader on FDA record, ARIA monitoring, price evidence and switching cost, with the questions to ask before you renew.
Therapixel MammoScreen Alternatives Compared for US Breast Centers
MammoScreen holds seven FDA clearances, five of them for detection, and reaches US sites directly, through AI marketplaces and through the Onsite Women's Health network. We line it up against Transpara, Genius AI, Lunit, ProFound AI and Saige-Dx, show what comparable mammography AI really costs, and list what to ask before you renew.
Volpara Alternatives for Breast Density, Risk and Tracking Software After Lunit
Lunit bought Volpara for about $194 million and now runs it under the Lunit name. We read the FDA and federal records: 25 awards totaling $1.6 million, five other cleared density products, the tracking vendors that replace MRS, and what to ask Lunit before you renew.
Hyland Acuo VNA Alternatives and How Acuo Compares With Agfa, Fujifilm and Mach7
Hyland publishes no Acuo VNA price, so we read the ownership record, the Best in KLAS VNA scores (73.7 to 74.2 against leaders at 86.7 to 88.3) and every federal award to Hyland Software: what the archive really costs to buy line by line, which alternatives fit which hospital, and what to ask before you renew.
IntelliSpace PACS Alternatives and Philips IntelliSpace PACS Replacement Options
Philips publishes no IntelliSpace PACS price or end-of-life date, so we read the FDA, CISA, KLAS and federal award records: 17 VA awards that name the product, KLAS large PACS scores of 60.5 to 65.1, and what a renewal quote should list before you stay, move to Vue or replace it.
Vue PACS Alternatives for Philips Vue PACS and Carestream PACS Sites
Philips publishes no price for Vue PACS or its successors, so we read 80 federal Vue PACS awards ($109,533 median), the KLAS scores, the open FDA recalls and the CISA advisories, and lay out what a renewal or migration quote must itemize and when adding AI beats replacing the PACS.
eRAD PACS and eRAD RIS Alternatives for Independent Imaging Centers
eRAD is now part of DeepHealth, owned by RadNet, which runs 442 imaging centers. What that means for an independent center on eRAD PACS or RIS, what the public record shows on price and FDA clearances, and how eRAD compares with RamSoft, Novarad and Intelerad.
Novarad PACS and NovaPACS Alternatives for Community Hospitals and Imaging Centers
Novarad publishes no price for NovaPACS EI and its federal record is one $5,474.91 award, so we lay out what the evergreen model includes, what a quote must itemize, its five FDA clearances and four closed recalls, and how it compares with INFINITT, RamSoft and Intelerad.
NMIS Nuclear Medicine Software and Nuclear Medicine Information System Cost, NMIS vs BioDose, IBC and Optility
A nuclear medicine information system is the hot lab's record of custody, and in the United States the market is three products from one owner plus one Italian hardware maker. What 67 federal NMIS and BioDose awards paid, what 10 CFR Part 35 actually requires, and the interface lines that decide whether the system is worth its price.
Dose Monitoring Software for CT Dose Compliance Under California Law, the Joint Commission and the ACR Registry
There is no single CT dose compliance rule in the United States. There are four separate obligations with four different owners, and a dose monitoring product can satisfy one and almost none of the others. What California, the Joint Commission, CMS and the ACR registry each demand, why no product in this category has an FDA clearance, and the RDSR question that decides the shortlist.
Radiology Transcription Services Compared by Company, Per-Line Cost and What Replaces Them
Radiology transcription is billed per line, per character or per report, and the unit decides the bill more than the rate. What 52 federal radiology transcription contracts paid, the three kinds of companies you will be quoted, and how per-line typing compares with speech recognition and an AI-drafted report.
HIPAA Compliant Transcription Software for Radiology Groups
Transcription and dictation are sold as one purchase and carry different HIPAA exposure. A human typist introduces a subcontractor chain, and that chain is where medical transcription actually goes wrong. What a BAA has to cover, why offshore routing is a visibility problem rather than a legality problem, and why encryption is still Addressable rather than Required in the rule as it stands.
X-Ray Overread Services for Urgent Care Compared by Provider and Cost
Urgent care centers buy X-ray overreads three ways and the rate only makes sense once you know which one. The three models compared, the costs that never reach the first rate card, the turnaround numbers worth negotiating, and the six companies that hold every FDA fracture detection clearance in the United States.
INFINITT PACS System Alternatives, What INFINITT PACS Costs and What to Switch To
INFINITT publishes no price for INFINITT PACS, so we read the federal record: three awards from one Bureau of Prisons hospital, $186,326 for a PACS with installation and $14,500 to $16,909 for each upgrade. Plus who owns INFINITT, its 17 FDA clearances, INFINITT vs Intelerad, RamSoft and Sectra, and adding AI without migrating.
Merge PACS Alternatives for Hospitals on Merative PACS, Cost, Recalls and What to Switch To
Merge publishes no price for Merge PACS, so we read all 136 US federal awards to Merge entities: $10.9 million, a $16,988 median, and 58 percent of it for cardiology. Plus who owns Merge now, the two open 2026 recalls, what a renewal quote should itemize, and Merge against Sectra, Synapse and Visage.
Synapse PACS Alternatives to Fujifilm Synapse and What the Fuji PACS System Costs
Fujifilm publishes no price for Synapse PACS, so we read all 202 US federal awards that name it: $78.2 million, a $64,615 median, and what a Synapse quote should itemize. Plus Synapse against Sectra and RamSoft on FDA clearances and pricing, and when adding AI beats migrating the PACS.
Nova RIS vs RamSoft PACS and the RamSoft Alternatives Imaging Centers Shortlist
RamSoft sells two PACS platforms, PowerServer and the cloud-native OmegaAI, and publishes no price for either. What each one is, what a RamSoft quote should itemize, how it compares with Intelerad, eRAD and Novarad on FDA clearances, and when adding AI beats migrating the PACS.
Vesta Teleradiology Alternatives Compared on Cost, Coverage and Contract Terms
Vesta Teleradiology sells preliminary and final reads with no minimum volume, which makes it a common pick for urgent care, imaging centers and mobile X-ray. How it compares with vRad, ONRAD and Real Radiology on ownership, turnaround and the federal record, what a Vesta quote should itemize, and when switching makes sense.
StatRad Teleradiology Alternatives Compared on Ownership, Cost and Contract Terms
StatRad has belonged to Australia's I-MED since July 2024, and I-MED agreed in May 2026 to be sold to Jardine Matheson. How StatRad compares with vRad and ONRAD on ownership, scale and the federal record, what a StatRad quote should itemize, and the contract clauses that matter when your provider changes owner.
Nighthawk Radiology Coverage Cost and What Overnight Reads Are Priced At
Nighthawk radiology is overnight teleradiology coverage, and nobody publishes a rate card. Federal contract records do: one facility billed $800 to $4,015 a month for after-hours reads, and the largest award named as after-hours coverage is $535,407. Plus the thing most buyers do not know, that the company called NightHawk was acquired in December 2010 and now sits three acquisitions deep inside the largest radiology practice in the country.
Teleradiology Pricing Explained, From Per-Study Read Rates and Fees to What Contracts Cost
Teleradiology is sold three ways and the rate only makes sense once you know which one you are buying. Vendor per-study rates run from about $8 to $80 or more. Federal contracts price it differently: one VA award works out to a blended $150.66 per covered radiologist hour, and one HHS buyer paid a flat $40,000 a month. The breakeven arithmetic, and the costs that never reach the rate card.
PACS Pricing and What Cloud and On-Premise PACS Systems Cost Imaging Centers
No cloud PACS vendor publishes a rate card, so every figure online is a guess. Federal prime award records are not: they show PACS contracts from $253,000 for a single site to $12.8 million for a national program. What drives the spread, the five line items a quote bundles, how cloud and on-premise compare over five years, and the costs that never appear on the quote.
Best Medical Dictation Software and Radiology Dictation Software for Practices
Dictation and reporting get sold as one purchase and priced as two. What the federal contract record shows about Dragon Medical, Abridge, Dolbey Fusion and MModal, why the Dragon Copilot radiology experience is still in preview, and the five questions that decide what you pay.
Zero Footprint DICOM Viewer and HTML5 Zero Footprint Viewer Software for Multi-Site Imaging Groups
Zero footprint describes deployment, not clearance, and vendors sell cleared and reference-only browser viewers under names that look identical. What the FDA record actually shows about this category, the five questions that separate one viewer from another, how to split licensing between radiologists and referrers, and when vendor hosting beats running it yourself.
Aidoc vs RapidAI Compared as Stroke and Acute AI Triage Software
Both are FDA-cleared acute triage platforms and they are not the same product. Aidoc sells breadth, and in January 2026 cleared the first multi-condition body CT triage device covering 14 indications in one pass. RapidAI sells depth in stroke, where it holds the only peer-reviewed head-to-head result any imaging AI vendor currently has. Clearance counts, published evidence, where each one genuinely wins, and the five questions that separate them in a real evaluation.
Radiology Billing Software Pricing and What Imaging Centers Pay Per Study
Billing software is quoted per user and billing companies are quoted as a percentage of collections, so the two are almost impossible to compare directly. Converted to dollars per study on a 30,000-study imaging center, using Medicare's own 2024 national figures, and then checked against the number that actually decides the outcome: the 20% of allowed revenue that is patient responsibility rather than payer money.
Vendor Neutral Archive Software and the Best VNA for Multi-Site Radiology Groups
A vendor neutral archive earns its cost when you already run more than one archive, which is what usually happens to a group that grows by acquisition. The number that decides the project is not the license but the migration, priced per study rather than per terabyte. What the federal contract record shows, and the four things multi-site buyers should check that single-site buyers never do.
Best Cloud PACS Software for Multi-Site Imaging Centers
Cloud PACS covers three genuinely different products and vendors are not always careful about which one they are quoting. What actually separates them for a multi-site group: site onboarding time, image exchange with facilities you do not control, how storage growth is billed, and what bulk DICOM export costs on the way out.
Best Radiology Information System Software for Imaging Centers
Outpatient imaging centers are the segment that still genuinely buys a RIS, because no enterprise EHR is handing them one. The shortlist splits on a single early question: integrated RIS/PACS from one vendor, or separate systems you own the interface between. Six evaluation criteria, what the public contract record says about cost, and the two things migrations actually fail on.
Radiology Reporting Software for Teleradiology and What Changes When Your Radiologists Read Remotely
Teleradiology does not need a different category of reporting software, but it tests three things a single-site deployment never does: dictation latency over a home connection, templates and turnaround rules scoped per client facility, and getting the signed report back to whichever facility sent the study. Those decide the shortlist.
Who Owns Nuance PowerScribe, Fluency for Imaging and DeepHealth in 2026?
Three of the four reporting platforms a US radiology group shortlists in 2026 changed hands within four years. PowerScribe went to Microsoft, Fluency for Imaging left Solventum for Jacobian, and DeepHealth belongs to an imaging operator that may compete with you. Who owns what, and the five questions to ask before you renew.
Radiology Software Contract Negotiation and the 9 Terms That Decide Your Real Cost
The list price is the least negotiable and least important number in the agreement. Nine other terms decide what you actually pay over five years, starting with the renewal uplift cap, and every one of them is cheap to fix before signature and impossible to fix after.
How Many Radiology AI Vendors Does a Practice Actually Need?
The FDA has authorized 1,104 radiology AI devices and no department can integrate them one at a time. Point solution, marketplace or one assistant: what each buying model really costs once the ACR governance parameter is applied, and how to decide from your bottleneck instead of the catalog.
AI CPT Codes for Radiology That Get Reimbursed and Those That Do Not
There is no general CPT code for using AI. The AMA codes the service, not the software, and sorts it into three Appendix S categories. Which radiology AI codes actually exist, why Category III codes get denied, and how Viz.ai got $1,040 per patient through a mechanism that is not CPT at all.
PowerScribe Smart Impression, Ambient Mode and PowerScribe One AI, Feature by Feature
Microsoft names nine AI capabilities in PowerScribe One. Eight of them work on text or speech, and only one touches the images, through third-party services. What Smart Impression drafts, how to trigger it, the regeneration trap in Automatic mode, and where impression drafting stops helping.
Radiology Report Templates and Who Owns Them When You Switch
You own the clinical content of your report templates. You rarely own the format, and the format decides whether a migration takes an afternoon or a quarter. What actually travels when you change reporting vendors, what silently does not, and the four contract terms to get in writing before you sign.
PowerScribe 360 Headset and Microphone Compatibility Guide
Microsoft names four supported dictation devices for PowerScribe One, and none of them is a headset. What works, what carries over when you migrate off PowerScribe 360, how to fix a mic PowerScribe will not recognize, and what the hardware really costs.
Dragon Medical One vs Dragon Copilot vs PowerScribe and Which One a Radiology Group Needs
Microsoft renamed and merged the Nuance speech line twice in two years, and radiology groups are being quoted for products that overlap. What each one actually is, which the reading room needs, and what changes for a PowerScribe 360 site in 2026.
FDA Cleared Radiology AI and What 510(k) Clearance Really Tells You
Most radiology AI is FDA cleared rather than approved, and the two are not the same claim. What 510(k) covers, how CADe, CADx and CADt differ, how to verify a vendor claim in the FDA database, and what clearance never promises about performance at your site.
Radiology Peer Review vs Peer Learning and What Changed
Score-based peer review is giving way to peer learning across American radiology. What each model actually does, why the shift happened, what accreditation still requires, and the case selection problem neither model solves.
Missed Fractures on X-Ray and Why They Happen
Which fractures are missed most often on radiographs, the conditions that produce the miss, what the United States malpractice data actually says, and the process changes and second-read tools that reduce the rate.
How Does AI Integrate With PACS? DICOM, HL7 and Worklists
How radiology AI connects to your PACS over DICOM, the three routing patterns, where results come back, the difference between a modality worklist and a radiology worklist, and what the integration asks of your own team.
What Is PowerScribe 360? A Plain Guide for Radiology Groups
What PowerScribe 360 is, how the dictation and reporting workflow works, how it differs from PowerScribe One and Dragon, and why the August 2026 end of life makes this the moment to understand what you actually own.
PowerScribe 360 Migration Checklist and 90 Day Plan
A phase by phase PowerScribe 360 migration checklist: the dates your plan has to work around, what to inventory before you take a vendor quote, the interface and template work, and how to pilot and cut over without a bad week.
Radiology Report Turnaround Time Benchmarks and Fixes
Radiology report turnaround time benchmarks by setting, how to calculate the metric properly, where the minutes actually go, and the five levers that move the number without asking anyone to read faster.
How AI Stroke Triage Works, and What to Evaluate Before You Buy
How AI stroke triage works: how software flags suspected LVO and intracranial hemorrhage on head CT and CTA, moves the study up the worklist and alerts the stroke team, plus the questions to ask before you buy.
PowerScribe 360 End of Life and What Radiology Groups Should Do
Microsoft is retiring PowerScribe 360 and ending renewal and maintenance in August 2026, directing customers to PowerScribe One on a subscription. What is changing, what your options are, and what to evaluate before you sign.
How Much Does Radiology AI Cost? A Practical Breakdown
How much does radiology AI cost? The pricing models, what actually drives the number, and the six questions that get a real total out of a vendor instead of a sticker price.
How to Implement AI in a Radiology Workflow Step by Step
How to implement AI in a radiology workflow: the PACS and RIS integration, the shadow period that earns radiologist trust, picking a narrow first use case, and deciding what success means before you start.
Will AI Replace Radiologists? The Honest Answer Is No
Will AI replace radiologists? No. A clear look at why AI augments the read instead, removing drafting, measuring and queue-sorting drudgery so radiologists focus on judgment.
AI Radiology Companies in 2026 and How the Landscape Breaks Down
AI radiology companies in 2026: how the market splits into triage, finding flags, reporting and unified assistants, and how to read the landscape as a buyer.
How Does AI Read X-rays? A Plain-Language Explainer
How does AI read X-rays and other medical images? A clear explainer of how models flag suspected findings on imaging and why the radiologist always signs.
Reduce Radiologist Burnout by Lightening the Read
Reduce radiologist burnout with practical steps: cut the drudgery of drafting, measuring and queue-sorting so your team reads more sustainably each shift.
What Is AI Triage in Radiology? How Urgent Studies Reach the Top
What is AI triage in radiology? How software reorders the reading queue by likely urgency instead of arrival time, how it differs from detection, what computer-aided triage means, and what to check before you deploy it.
Radiology AI Vendor Evaluation Questions to Ask Before You Sign
A radiology AI vendor evaluation checklist: the ten questions that pin down scope, integration, fully loaded cost, regulatory reach, pilot design and data terms before you commit to a contract.
AI in Lung Cancer Screening and How Nodule Software Fits In
How AI fits a lung cancer screening program: flagging candidate nodules, placing measurements, comparing against priors and drafting the structured report, while the radiologist assigns the category and signs.
Is DeepHealth Owned by RadNet? What Vendor Ownership Means for Independent Radiology Groups
DeepHealth is a wholly owned subsidiary of RadNet, which operates US outpatient imaging centers. Here is what that ownership actually changes when an independent group or a hospital system buys reporting software, and the seven questions to ask before signing.
Best Stroke AI Software for Hospitals in a RapidAI vs Viz.ai Comparison
The DUEL study in AJNR ran RapidAI and Viz.ai side by side on 1,589 consecutive code strokes and found 98% LVO sensitivity against 73%. What the head-to-head shows, its four limitations, where Viz.ai is genuinely stronger, and the six questions to ask before a stroke center signs.
What Is RADPAIR? The Web-Based AI Radiology Reporting Platform Explained
RADPAIR is a fully web-based generative AI reporting platform for radiologists, founded in 2023 in Knoxville, Tennessee, and partnered with Intelerad since May 2025. What it does, how the drafting works, what it costs, what it does not cover, and how to check whether it fits your group.
What Is Aidoc? The aiOS Platform, CARE Model and FDA Clearances Explained
Aidoc flags suspected time-critical findings on CT and X-ray and notifies the team that can act. What the January 2026 clearance of 14 body CT indications actually covers, what aiOS and the CARE foundation model are, why cleared is not the same as approved, and where the product stops.
Ultrasound Reporting Software Pricing and What Practices Pay
No ultrasound reporting vendor publishes a price, so every figure online is an estimate. Federal contract awards are the only verifiable United States prices: 19 Digisonics awards totaling $847,834.47, median $12,698, range $3,200 to $228,800. What moves a quote, what sits outside it, and the two contract terms worth more than the discount.
MRS Mammography Reporting System Pricing, Owner and Alternatives
MRS is now owned by Lunit. MRS Systems, founded in Seattle in 1985, was acquired by Volpara in 2019, and Lunit acquired Volpara in May 2024 for roughly $194 million. Aspen Breast is now Volpara Patient Hub, and existing installations are still supported. Federal award records give the only public price anchors: $438,810 for one Defense Health Agency support award and $136,000 apiece for two VA Aspen Breast awards.
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