Mach7 Technologies
@mach7tech.bsky.social
Enterprise imaging without the lock-in. Vendor-neutral archiving, universal viewing, and true data independence for healthcare. ASX: M7T
A failure queue full of old, already-understood errors costs more than clutter. It can hide the one new failure that matters today. Work the queue down and fix root causes, so the new one stands out.
https://www.mach7t.com/s/protect-imaging2-b
https://www.mach7t.com/s/protect-imaging2-b
October 2, 2026 at 5:30 PM
A failure queue full of old, already-understood errors costs more than clutter. It can hide the one new failure that matters today. Work the queue down and fix root causes, so the new one stands out.
https://www.mach7t.com/s/protect-imaging2-b
https://www.mach7t.com/s/protect-imaging2-b
When routing is manual, every study depends on someone remembering where it goes. The Communication Workflow Engine turns that into a rule: define it once and it applies every time, with each workflow shown in a graphical interface.
https://www.mach7t.com/s/communication2-b
https://www.mach7t.com/s/communication2-b
October 2, 2026 at 12:00 PM
When routing is manual, every study depends on someone remembering where it goes. The Communication Workflow Engine turns that into a rule: define it once and it applies every time, with each workflow shown in a graphical interface.
https://www.mach7t.com/s/communication2-b
https://www.mach7t.com/s/communication2-b
"I think the more people understand how it works, the more they can understand the really smart places to apply AI and the risky places."
Marc Kohli, MD, Medical Director of Imaging Informatics, UCSF Health, on AI literacy.
https://www.mach7t.com/s/flight-path-ep-3-b
Marc Kohli, MD, Medical Director of Imaging Informatics, UCSF Health, on AI literacy.
https://www.mach7t.com/s/flight-path-ep-3-b
October 1, 2026 at 5:30 PM
"I think the more people understand how it works, the more they can understand the really smart places to apply AI and the risky places."
Marc Kohli, MD, Medical Director of Imaging Informatics, UCSF Health, on AI literacy.
https://www.mach7t.com/s/flight-path-ep-3-b
Marc Kohli, MD, Medical Director of Imaging Informatics, UCSF Health, on AI literacy.
https://www.mach7t.com/s/flight-path-ep-3-b
"Open standards" is easy to put on a slide. Ask for the conformance details: DICOM over both DIMSE and DICOMweb, a configurable HL7 engine, PIX patient identity matching. The brochure will not tell you.
https://www.mach7t.com/s/legacy-pacs-repl-b
https://www.mach7t.com/s/legacy-pacs-repl-b
October 1, 2026 at 12:00 PM
"Open standards" is easy to put on a slide. Ask for the conformance details: DICOM over both DIMSE and DICOMweb, a configurable HL7 engine, PIX patient identity matching. The brochure will not tell you.
https://www.mach7t.com/s/legacy-pacs-repl-b
https://www.mach7t.com/s/legacy-pacs-repl-b
When St Teresa's Hospital set out to replace its legacy PACS in November 2019, the problem was the path forward: limited migration options that often meant disruptive forklift upgrades, and scaling only with costly additional hardware.
https://www.mach7t.com/s/st-teresas-hospi2-b
https://www.mach7t.com/s/st-teresas-hospi2-b
September 30, 2026 at 5:30 PM
When St Teresa's Hospital set out to replace its legacy PACS in November 2019, the problem was the path forward: limited migration options that often meant disruptive forklift upgrades, and scaling only with costly additional hardware.
https://www.mach7t.com/s/st-teresas-hospi2-b
https://www.mach7t.com/s/st-teresas-hospi2-b
A lot of writing on radiology burnout is theory. This paper was written with DocPanel, who run the cloud reading model it describes, on building coverage that lasts instead of a stopgap.
https://www.mach7t.com/s/cloud-solutions-b
https://www.mach7t.com/s/cloud-solutions-b
September 30, 2026 at 12:00 PM
A lot of writing on radiology burnout is theory. This paper was written with DocPanel, who run the cloud reading model it describes, on building coverage that lasts instead of a stopgap.
https://www.mach7t.com/s/cloud-solutions-b
https://www.mach7t.com/s/cloud-solutions-b
You bought the archive as a filing cabinet. Now it is being asked to connect every image across the enterprise, feed the EHR, and give new AI tools something reliable to read.
Most buying decisions have not caught up. Teri Thomas on why:
https://www.mach7t.com/s/archive-operatin-b
Most buying decisions have not caught up. Teri Thomas on why:
https://www.mach7t.com/s/archive-operatin-b
September 29, 2026 at 5:30 PM
You bought the archive as a filing cabinet. Now it is being asked to connect every image across the enterprise, feed the EHR, and give new AI tools something reliable to read.
Most buying decisions have not caught up. Teri Thomas on why:
https://www.mach7t.com/s/archive-operatin-b
Most buying decisions have not caught up. Teri Thomas on why:
https://www.mach7t.com/s/archive-operatin-b
Thin slices often have a shorter useful life than the study they belong to. An ILM rule can purge only those series while the study keeps its full retention.
Keep the study together. Act on the part you want gone.
https://www.mach7t.com/s/three-things-vna-b
Keep the study together. Act on the part you want gone.
https://www.mach7t.com/s/three-things-vna-b
September 29, 2026 at 12:00 PM
Thin slices often have a shorter useful life than the study they belong to. An ILM rule can purge only those series while the study keeps its full retention.
Keep the study together. Act on the part you want gone.
https://www.mach7t.com/s/three-things-vna-b
Keep the study together. Act on the part you want gone.
https://www.mach7t.com/s/three-things-vna-b
The cloud's real contribution to imaging is aggregation, not storage: patient and imaging data hosted together and synced, so no one spends the day moving large studies between systems by hand. The case, in Ahead in the Cloud:
https://www.mach7t.com/s/ahead-cloud2-b
https://www.mach7t.com/s/ahead-cloud2-b
September 28, 2026 at 5:30 PM
The cloud's real contribution to imaging is aggregation, not storage: patient and imaging data hosted together and synced, so no one spends the day moving large studies between systems by hand. The case, in Ahead in the Cloud:
https://www.mach7t.com/s/ahead-cloud2-b
https://www.mach7t.com/s/ahead-cloud2-b
Most imaging strategies settle where studies are stored and how they are viewed. Fewer settle routing: getting the right study to the right place automatically, in every department. It is one of six considerations in our paper.
https://www.mach7t.com/s/enterprise-imagi3-b
https://www.mach7t.com/s/enterprise-imagi3-b
September 28, 2026 at 12:00 PM
Most imaging strategies settle where studies are stored and how they are viewed. Fewer settle routing: getting the right study to the right place automatically, in every department. It is one of six considerations in our paper.
https://www.mach7t.com/s/enterprise-imagi3-b
https://www.mach7t.com/s/enterprise-imagi3-b
Most people in a health system touch imaging data without being taught how it works. The guide nobody gets at onboarding.
https://www.mach7t.com/resources/imaging-informatics-101-the-complete-guide?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-023&utm_content=info101-who
https://www.mach7t.com/resources/imaging-informatics-101-the-complete-guide?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-023&utm_content=info101-who
September 25, 2026 at 12:00 PM
Most people in a health system touch imaging data without being taught how it works. The guide nobody gets at onboarding.
https://www.mach7t.com/resources/imaging-informatics-101-the-complete-guide?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-023&utm_content=info101-who
https://www.mach7t.com/resources/imaging-informatics-101-the-complete-guide?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-023&utm_content=info101-who
Clinicians only touch the viewer, so the viewer gets blamed for problems that start three systems upstream.
https://www.mach7t.com/blog/five-common-enterprise-image-viewer-issues-and-how-to-get-ahead-of-them?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-023&utm_content=upstream
https://www.mach7t.com/blog/five-common-enterprise-image-viewer-issues-and-how-to-get-ahead-of-them?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-023&utm_content=upstream
September 24, 2026 at 12:00 PM
Clinicians only touch the viewer, so the viewer gets blamed for problems that start three systems upstream.
https://www.mach7t.com/blog/five-common-enterprise-image-viewer-issues-and-how-to-get-ahead-of-them?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-023&utm_content=upstream
https://www.mach7t.com/blog/five-common-enterprise-image-viewer-issues-and-how-to-get-ahead-of-them?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-023&utm_content=upstream
Structured reporting argued well for once: ambiguity should survive only where it does work. Marc Kohli of UCSF on report copy.
https://www.mach7t.com/blog/the-plumbing-decides-who-your-imaging-ai-works-for?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-001&utm_content=ambiguity
https://www.mach7t.com/blog/the-plumbing-decides-who-your-imaging-ai-works-for?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-001&utm_content=ambiguity
September 23, 2026 at 12:00 PM
Structured reporting argued well for once: ambiguity should survive only where it does work. Marc Kohli of UCSF on report copy.
https://www.mach7t.com/blog/the-plumbing-decides-who-your-imaging-ai-works-for?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-001&utm_content=ambiguity
https://www.mach7t.com/blog/the-plumbing-decides-who-your-imaging-ai-works-for?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-001&utm_content=ambiguity
UCSF bought a DICOM router ten years ago for routing reasons. Marc Kohli now calls it their AI orchestrator. The least glamorous system turned out to be the one that matters.
https://www.mach7t.com/flight-path?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-001&utm_content=router
https://www.mach7t.com/flight-path?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-001&utm_content=router
September 22, 2026 at 12:00 PM
UCSF bought a DICOM router ten years ago for routing reasons. Marc Kohli now calls it their AI orchestrator. The least glamorous system turned out to be the one that matters.
https://www.mach7t.com/flight-path?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-001&utm_content=router
https://www.mach7t.com/flight-path?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-001&utm_content=router
Vendor neutral is a claim almost every archive makes. The test is simpler than the marketing: can you get your studies out, in a standard format, without paying to leave?
https://www.mach7t.com/why-mach7?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-023&utm_content=neutral-exit
https://www.mach7t.com/why-mach7?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-023&utm_content=neutral-exit
September 21, 2026 at 12:00 PM
Vendor neutral is a claim almost every archive makes. The test is simpler than the marketing: can you get your studies out, in a standard format, without paying to leave?
https://www.mach7t.com/why-mach7?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-023&utm_content=neutral-exit
https://www.mach7t.com/why-mach7?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-023&utm_content=neutral-exit
Reading across more than one archive without migrating the data into one first. The datasheet:
https://www.mach7t.com/resources/eunity-enterprise-diagnostic-viewer?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-023&utm_content=read-in-place
https://www.mach7t.com/resources/eunity-enterprise-diagnostic-viewer?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-023&utm_content=read-in-place
September 18, 2026 at 12:00 PM
Reading across more than one archive without migrating the data into one first. The datasheet:
https://www.mach7t.com/resources/eunity-enterprise-diagnostic-viewer?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-023&utm_content=read-in-place
https://www.mach7t.com/resources/eunity-enterprise-diagnostic-viewer?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-023&utm_content=read-in-place
Every clinical system has a data strategy. The imaging archive usually has a storage plan instead.
https://www.mach7t.com/blog/imaging-is-the-biggest-data-problem-in-healthcare-here-is-the-field-guide?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-023&utm_content=storage-plan
https://www.mach7t.com/blog/imaging-is-the-biggest-data-problem-in-healthcare-here-is-the-field-guide?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-023&utm_content=storage-plan
September 17, 2026 at 12:00 PM
Every clinical system has a data strategy. The imaging archive usually has a storage plan instead.
https://www.mach7t.com/blog/imaging-is-the-biggest-data-problem-in-healthcare-here-is-the-field-guide?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-023&utm_content=storage-plan
https://www.mach7t.com/blog/imaging-is-the-biggest-data-problem-in-healthcare-here-is-the-field-guide?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-023&utm_content=storage-plan
Every practice measures volume. Far fewer measure whether the tools they bought gave a radiologist any time back.
https://www.mach7t.com/flight-path/?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-001&utm_content=measure-the-tools
https://www.mach7t.com/flight-path/?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-001&utm_content=measure-the-tools
September 16, 2026 at 12:00 PM
Every practice measures volume. Far fewer measure whether the tools they bought gave a radiologist any time back.
https://www.mach7t.com/flight-path/?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-001&utm_content=measure-the-tools
https://www.mach7t.com/flight-path/?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-001&utm_content=measure-the-tools
Most enterprise imaging plans fail on sequence, not on strategy. Our guide to what order the work goes in.
https://www.mach7t.com/resources/journey-to-enterprise-imaging?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-023&utm_content=what-order
https://www.mach7t.com/resources/journey-to-enterprise-imaging?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-023&utm_content=what-order
September 15, 2026 at 12:00 PM
Most enterprise imaging plans fail on sequence, not on strategy. Our guide to what order the work goes in.
https://www.mach7t.com/resources/journey-to-enterprise-imaging?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-023&utm_content=what-order
https://www.mach7t.com/resources/journey-to-enterprise-imaging?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-023&utm_content=what-order
The expensive part of a legacy archive is rarely the license. What it actually costs to stay:
https://www.mach7t.com/resources/legacy-pacs-modernization-framework?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-023&utm_content=legacy-risk
https://www.mach7t.com/resources/legacy-pacs-modernization-framework?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-023&utm_content=legacy-risk
September 14, 2026 at 12:00 PM
The expensive part of a legacy archive is rarely the license. What it actually costs to stay:
https://www.mach7t.com/resources/legacy-pacs-modernization-framework?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-023&utm_content=legacy-risk
https://www.mach7t.com/resources/legacy-pacs-modernization-framework?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-023&utm_content=legacy-risk
An archive is not a folder. It is the thing that decides how hard it is to change your mind about everything else.
https://www.mach7t.com/resources/vendor-neutral-archive?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-023&utm_content=not-a-folder
https://www.mach7t.com/resources/vendor-neutral-archive?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-023&utm_content=not-a-folder
September 11, 2026 at 5:30 PM
An archive is not a folder. It is the thing that decides how hard it is to change your mind about everything else.
https://www.mach7t.com/resources/vendor-neutral-archive?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-023&utm_content=not-a-folder
https://www.mach7t.com/resources/vendor-neutral-archive?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-023&utm_content=not-a-folder
Radiology gets the strategy first. Everyone else gets it last, once each has bought its own. Our guide to reversing that.
https://www.mach7t.com/resources/enterprise-imaging-strategy-beyond-radiology?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-023&utm_content=beyond-radiology
https://www.mach7t.com/resources/enterprise-imaging-strategy-beyond-radiology?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-023&utm_content=beyond-radiology
September 11, 2026 at 12:00 PM
Radiology gets the strategy first. Everyone else gets it last, once each has bought its own. Our guide to reversing that.
https://www.mach7t.com/resources/enterprise-imaging-strategy-beyond-radiology?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-023&utm_content=beyond-radiology
https://www.mach7t.com/resources/enterprise-imaging-strategy-beyond-radiology?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-023&utm_content=beyond-radiology
Storage is the line item everyone looks at. Egress, retrieval and what happens at renewal are the ones that decide the bill.
https://www.mach7t.com/resources/ahead-in-the-cloud?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-023&utm_content=egress-renewal
https://www.mach7t.com/resources/ahead-in-the-cloud?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-023&utm_content=egress-renewal
September 10, 2026 at 5:30 PM
Storage is the line item everyone looks at. Egress, retrieval and what happens at renewal are the ones that decide the bill.
https://www.mach7t.com/resources/ahead-in-the-cloud?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-023&utm_content=egress-renewal
https://www.mach7t.com/resources/ahead-in-the-cloud?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-023&utm_content=egress-renewal
A subspecialty network of radiologists who are nowhere near the hardware. What changed when the workstation stopped being a place.
https://www.mach7t.com/resources/customer-stories/docpanel?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-023&utm_content=docpanel-remote
https://www.mach7t.com/resources/customer-stories/docpanel?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-023&utm_content=docpanel-remote
September 10, 2026 at 12:00 PM
A subspecialty network of radiologists who are nowhere near the hardware. What changed when the workstation stopped being a place.
https://www.mach7t.com/resources/customer-stories/docpanel?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-023&utm_content=docpanel-remote
https://www.mach7t.com/resources/customer-stories/docpanel?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-023&utm_content=docpanel-remote
Vendor neutral gets used more often than it gets defined. Our guide starts with what it has to mean to count.
https://www.mach7t.com/resources/imaging-informatics-101-the-complete-guide?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-023&utm_content=define-neutral
https://www.mach7t.com/resources/imaging-informatics-101-the-complete-guide?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-023&utm_content=define-neutral
September 9, 2026 at 5:30 PM
Vendor neutral gets used more often than it gets defined. Our guide starts with what it has to mean to count.
https://www.mach7t.com/resources/imaging-informatics-101-the-complete-guide?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-023&utm_content=define-neutral
https://www.mach7t.com/resources/imaging-informatics-101-the-complete-guide?utm_source=bluesky&utm_medium=social-organic&utm_campaign=FY27-023&utm_content=define-neutral