Emi Gal

Founder & CEO, Ezra · 1 appearance on the record.

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founderexecutiveengineer@emigal ↗LinkedIn ↗emigal.com ↗Wikipedia ↗

Emi Gal is the founder and CEO of Ezra, a digital health company using artificial intelligence and full-body MRIs for proactive cancer detection. Previously, he co-founded and served as CEO of the video ad-tech company Brainient, which was acquired by Teads in 2016.

29statements → 15claims → 7claims resolved → 86%fully supported → 4.1/5average certainty → 1.97/5average debate potential → 4.5/5argument clarity · the sources →

6 supported 0 partly supported 1 contradicted 2 not yet assessed 6 not checkable as stated how the 15 claims stand · each chip opens the sources

4 predictions · 11 assertions · 1 opinion · 7 insights · 6 disclosures · every statement was checked. The predictions and assertions are the 15 claims: statements the public record can support or contradict. 7 are resolved, 2 are not yet assessed, and 6 name no date, number or outcome precise enough to check. Everything else (opinions, insights, what ifs, disclosures) can never be settled by the record, so it carries no assessment.

The record, in short

What the tape says about how Emi argues and how the claims held up. Everything they said, and everything said about them, is in the tabs below.

Their most notable supported claim

Assertion Supported
Emi Gal: Cancer cannot currently be detected early in most organs
“Early detection is really what makes the difference. But the problem is you can't find cancer early in most organs in the body.”
Emi Gal Mar 6, 2024 ▶ 4:06 AI is now revolutionizing early cancer detection | Emi Gal, CEO of Ezra

Their most notable contradicted claim

Assertion Contradicted
Emi Gal: No existing MRI datasets combine healthy and diseased longitudinal data
“There are no data sets out there with a blend of healthy people and diseased people with longitudinal measures over time”
Emi Gal Mar 6, 2024 ▶ 22:31 AI is now revolutionizing early cancer detection | Emi Gal, CEO of Ezra

Expressed certainty vs assessment result

none yet certainty 1
none yet certainty 2
100% certainty 3
67% certainty 4
100% certainty 5

weighted support: a fully supported claim counts one, a partly supported claim counts half. Each filled bar is clickable and opens exactly those claims; "none yet" means nothing said at that certainty level has resolved yet

Argument clarity: do they answer the question? how? →

4.5 / 5 directness 4.8 · coherence 4.9 · precision 4.8 · compression 4

answered every one of 12 assessed questions directly

This is a score against a rubric. It is not a rank. Every host question → answer exchange is scored with names hidden on directness, coherence, precision and compression, 1–5 each, on meaning alone: disfluencies are ignored, and only raw unedited episodes count. This is the score that measures thought. Every scored exchange, scores shown → · The rubric and its checks →

How they sound: speaking style how? →

253 words/min while actually speaking · 31.6 um and uh per 1k words

Measured by listening to the audio itself: 7,283 words across 1 episode of raw-level tape, transcribed verbatim with every um and uh kept, each one attributed only where the alignment onto our timed stream is unambiguous. These are measurements of speaking style. We do not rank them: across this corpus, fluency and argument quality are nearly uncorrelated (ρ≈0.2), and smooth talking does not signal clear thinking. How it's measured →

Everything Emi Gal said on the MAD Podcast that made the record, most notable first. Filter by type, assessment or year in the ledger →

Prediction Open · timeframe Mar 2027
Ezra expects to offer $500, 10-minute full-body MRIs within three years
“And we're currently at the 13 50 scan, and within two to three years, With a lot more AI we think we're gonna get to a 500 dollar 10 minute full body MRI.”
Emi Gal Mar 6, 2024 ▶ 14:12 AI is now revolutionizing early cancer detection | Emi Gal, CEO of Ezra
Insight
Radiologists won't be replaced by AI, but by radiologists using AI
“I think radiologists will not be replaced by AI. They will be replaced by radiologists using AI.”
Emi Gal Mar 6, 2024 ▶ 27:02 AI is now revolutionizing early cancer detection | Emi Gal, CEO of Ezra
Prediction Open · timeframe Mar 2034
AI will increase demand for human radiologists over the next decade
“If I am to fast forward five to 10 years, We will need more radiologists than we have now because we will need more medical imaging than we do now.”
Emi Gal Mar 6, 2024 ▶ 27:17 AI is now revolutionizing early cancer detection | Emi Gal, CEO of Ezra
Insight
AI engineering skills do not easily transfer across narrow domains
“I have learned the hard way that it's not that transferable. You actually need, if you're trying to push the state of the art, you need people who have proven experience in the very, very specific narrow scope of problem that you're trying to solve.”
Emi Gal Mar 6, 2024 ▶ 35:09 AI is now revolutionizing early cancer detection | Emi Gal, CEO of Ezra
Opinion
Emi Gal: Starting a full-body MRI startup now would be very difficult
“Anyone who would want to start a full body MRI company right now would find it very difficult because there's like there are a few companies that are doing a great job, and we've solved most problems that there are in, in this space, and we're growing very fas…”
Emi Gal Mar 6, 2024 ▶ 10:25 AI is now revolutionizing early cancer detection | Emi Gal, CEO of Ezra
Disclosure
Ezra's AI erases noise to enable faster, reduced-repeat MRI scans
“So what we do at Ezra, or one of the things we do is we are able to do the scan fewer times, which results in a noisier image, but we have trained AIs to essentially learn what noise looks like in an MRI machine and just, like, erase the noise.”
Emi Gal Mar 6, 2024 ▶ 19:22 AI is now revolutionizing early cancer detection | Emi Gal, CEO of Ezra
Assertion Contradicted
Emi Gal: No existing MRI datasets combine healthy and diseased longitudinal data
“There are no data sets out there with a blend of healthy people and diseased people with longitudinal measures over time”
Emi Gal Mar 6, 2024 ▶ 22:31 AI is now revolutionizing early cancer detection | Emi Gal, CEO of Ezra
Assertion Not checkable as stated
Gal: AI already outperforms humans at detecting cancer in medical imaging
“AI can already, in many cases, do a better job at finding potential cancer in Medical imaging.”
Emi Gal Mar 6, 2024 ▶ 26:23 AI is now revolutionizing early cancer detection | Emi Gal, CEO of Ezra
Assertion Not checkable as stated
Ezra's AI cuts physician report creation time from 90 to 5 minutes
“Our doctors, we have a team of primary care physicians internally who used to take the radiology report, spend 90 minutes per report to generate an Ezra report, which is on average about seven pages, to describe to the member what each finding means. We built …”
Emi Gal Mar 6, 2024 ▶ 28:20 AI is now revolutionizing early cancer detection | Emi Gal, CEO of Ezra
Insight
Gal: Generative AI in healthcare requires constrained output and doctor review
“We think that's the correct way to apply gen AI type things into healthcare because it's such, it's so, such a kind of critical domain.”
Emi Gal Mar 6, 2024 ▶ 30:41 AI is now revolutionizing early cancer detection | Emi Gal, CEO of Ezra
Insight
Academic AI researchers rarely possess the skills to ship commercial products
“It's very hard to find an academic who is able to ship a product”
Emi Gal Mar 6, 2024 ▶ 36:16 AI is now revolutionizing early cancer detection | Emi Gal, CEO of Ezra
Insight
Gal: Unique proprietary data is the only real edge in healthcare AI
“In healthcare especially, the limiting factor in building AIs is data. If you don't have access to a really unique proprietary type of data, you don't have edge.”
Emi Gal Mar 6, 2024 ▶ 38:09 AI is now revolutionizing early cancer detection | Emi Gal, CEO of Ezra
Assertion Supported
Emi Gal: Cancer cannot currently be detected early in most organs
“Early detection is really what makes the difference. But the problem is you can't find cancer early in most organs in the body.”
Emi Gal Mar 6, 2024 ▶ 4:06 AI is now revolutionizing early cancer detection | Emi Gal, CEO of Ezra
Assertion Not checkable as stated
Gal: MRI is expensive because scanning takes a long time
“Whilst MRI is great, the problem is it's expensive as a modality because it's really slow”
Emi Gal Mar 6, 2024 ▶ 5:40 AI is now revolutionizing early cancer detection | Emi Gal, CEO of Ezra
Disclosure
Ezra took four years after launch to reach product-market fit
“It was not until last year, so four years in, that we saw Escape Velocity and started getting, like I felt like Promarket Fit was pulling us into great growth as opposed to trying to extract growth and trying to kind of convince people to do this scan that we …”
Emi Gal Mar 6, 2024 ▶ 8:40 AI is now revolutionizing early cancer detection | Emi Gal, CEO of Ezra
Assertion Not checkable as stated
Gal: Ezra offers the fastest full body MRI scan in the world
“We have a cancer focused scan, which is a 30 minute fastest full body MRI in the world.”
Emi Gal Mar 6, 2024 ▶ 11:54 AI is now revolutionizing early cancer detection | Emi Gal, CEO of Ezra
Prediction Not checkable as stated
Emi Gal: Most MRI innovation over next decade will be software-driven
“So in an MRI particularly over the next decade, most innovation will come from software.”
Emi Gal Mar 6, 2024 ▶ 16:22 AI is now revolutionizing early cancer detection | Emi Gal, CEO of Ezra
Insight
Emi Gal: Healthcare startups must add six to nine months for regulatory work
“And so you need to add in six, nine months of regulatory work to any endeavor because it's going to take time to get that done.”
Emi Gal Mar 6, 2024 ▶ 40:44 AI is now revolutionizing early cancer detection | Emi Gal, CEO of Ezra
Insight
Emi Gal: Physical health drives mental health, which drives startup success
“Mental health is upstream of startup success, and physical health is upstream of mental health.”
Emi Gal Mar 6, 2024 ▶ 44:27 AI is now revolutionizing early cancer detection | Emi Gal, CEO of Ezra
Assertion Supported
Emi Gal: Ezra raised $21M Series B co-led by FirstMark and Healthier Capital
“We announced last week that we raised twenty-one million co-led by Rick at FirstMark and Amir Dan Rubin from Healthier Capital.”
Emi Gal Mar 6, 2024 ▶ 2:04 AI is now revolutionizing early cancer detection | Emi Gal, CEO of Ezra
Assertion Supported
Emi Gal: Ezra's investors include Allianz, Schwarzman family, and Lord David Pryor
“We added Allianz Insurance Group, or the Allianz Life Ventures Fund, which is part of the Allianz Insurance Group. We added the Schwarzman family of Blackstone, and the former head of the NHS in the UK Lord David Pryor.”
Emi Gal Mar 6, 2024 ▶ 2:31 AI is now revolutionizing early cancer detection | Emi Gal, CEO of Ezra
Assertion Supported
Ezra recruited 22 top scientific advisors before launching its AI scanner
“We brought on board 22 scientific advisors Before we even launched, and these were heads of body MRI at Memorial Sloan Kettering Cancer Center Siddhartha Mukherjee, a Pulitzer Prize winner oncologist at Columbia, the chair of oncology at Columbia some other im…”
Emi Gal Mar 6, 2024 ▶ 7:20 AI is now revolutionizing early cancer detection | Emi Gal, CEO of Ezra
Assertion Supported
Emi Gal: Y Combinator's Request for Startups included faster, accurate MRIs
“So YC this year, that was every year they post these kind of 20 ideas that they want people to startup founders to invest in, to spend time on. And one of the ideas this year was MRI and making MRI faster. Making MRI more accurate making, basically doing all o…”
Emi Gal Mar 6, 2024 ▶ 11:05 AI is now revolutionizing early cancer detection | Emi Gal, CEO of Ezra
Disclosure
Ezra buys MRI time from existing facilities rather than owning centers
“We don't own and operate facilities, we partner with existing facilities, buy MRI scanning time from them, and run our own protocols, AIs, software on their magnets.”
Emi Gal Mar 6, 2024 ▶ 12:42 AI is now revolutionizing early cancer detection | Emi Gal, CEO of Ezra

Show 5statements(5 left)

Appearances (1)

EpisodeDateSpeaking time
AI is now revolutionizing early cancer detection | Emi Gal, CEO of Ezra Mar 6, 2024 37m
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