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Matt Fitzpatrick

CEO, Invisible Technologies · 1 appearance on the record.

computed by AI from the episodes · how this works → · full disclaimer →

executiveoperatorLinkedIn ↗invisible.co ↗

Matt Fitzpatrick leads Invisible Technologies, a platform providing human-in-the-loop data training and operations infrastructure to major AI model developers and enterprises. Prior to this role, he was a Senior Partner at McKinsey & Company and Global Head of QuantumBlack Labs, overseeing AI software development and research initiatives.

41statements → 22claims → 11claims resolved → 27%fully supported → 3.85/5average certainty → 2.37/5average debate potential → 4.0/5argument clarity · the sources → 10said about them ↓

3 supported 5 partly supported 3 contradicted 1 not yet assessed 10 not checkable as stated how the 22 claims stand · each chip opens the sources

8 predictions · 14 assertions · 6 opinions · 9 insights · 4 disclosures · every statement was checked. The predictions and assertions are the 22 claims: statements the public record can support or contradict. 11 are resolved, 1 is not yet assessed, and 10 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 Matt 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
Fitzpatrick: Johns Hopkins research shows 250,000 annual US deaths from avoidable medical errors
“Johns Hopkins has released this thing, this stat that 25, 2250 thousand deaths a year happen because of avoidable errors.”
Matt Fitzpatrick Dec 31, 2025 ▶ 1:23:32 Matt Fitzpatrick: Who Wins the Data Labelling Race & Why Al Needs Forward-Deployed Engineers · 20VC with Harry Stebbings

Their most notable contradicted claim

Assertion Contradicted
Fitzpatrick: AWS report shows 70% of AI agents are traditional automation scripts
“There was actually a report AWS came out with today, it's interesting, that like, 70% of agents are actually not even, ah, AI agents, as you think of it. Like, most of the agent, agentic processes today are actually traditional script writing and just traditio…”
Matt Fitzpatrick Dec 31, 2025 ▶ 58:38 Matt Fitzpatrick: Who Wins the Data Labelling Race & Why Al Needs Forward-Deployed Engineers · 20VC with Harry Stebbings

Expressed certainty vs assessment result

none yet certainty 1
none yet certainty 2
none yet certainty 3
45% 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? →

4.0 / 5 directness 4 · coherence 4.2 · precision 4 · compression 3.5

redirected or did not address 6 of 42 assessed questions (14%). Watch them ▸

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? →

277 words/min while actually speaking · 16 um and uh per 1k words · 14.7 false starts per 1k · 38.1% of pauses land inside a clause

Measured by listening to the audio itself: 15,303 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 →

How the interview went all their pushback → series average →

Across 1 rated episode:

host pushback ▾ 5/10
pushed back at the host ▾ 3/10
setup questions received 35%

Everything Matt Fitzpatrick said on 20VC that made the record, most notable first. Filter by type, assessment or year in the ledger →

Opinion
Fitzpatrick: Belief that synthetic data replaces human feedback is wrong
“Look, I think the biggest one is just the view that synthetic data will take over, and you just will not need human feedback.”
Matt Fitzpatrick Dec 31, 2025 ▶ 0:39 Matt Fitzpatrick: Who Wins the Data Labelling Race & Why Al Needs Forward-Deployed Engineers · 20VC with Harry Stebbings
Assertion Not checkable as stated
Fitzpatrick: External AI builds are twice as effective as internal builds
“You've seen Gartner saying 40% of enterprise projects will likely be canceled by 2027, and I think the reason for that is externally driven builds are two X as effective as internal team builds.”
Matt Fitzpatrick Dec 31, 2025 ▶ 0:04 Matt Fitzpatrick: Who Wins the Data Labelling Race & Why Al Needs Forward-Deployed Engineers · 20VC with Harry Stebbings
Prediction Not checkable as stated
Fitzpatrick: Enterprise AI deployment will take a decade, not two years
“I think that whole process is in the first inning in the enterprise. I think it's going to take a decade, not two years.”
Matt Fitzpatrick Dec 31, 2025 ▶ 8:10 Matt Fitzpatrick: Who Wins the Data Labelling Race & Why Al Needs Forward-Deployed Engineers · 20VC with Harry Stebbings
Assertion Partly supported
Fitzpatrick: Out-of-the-box AI agents achieve only 33% accuracy on multi-turn workflows
“Salesforce AI research released this report that if you take if you test a lot of the out of the box agents on single-term and multi-term workflows, they're about 58% accurate on single-term and 33% accurate on multi-term workflows, which means they don't real…”
Matt Fitzpatrick Dec 31, 2025 ▶ 16:32 Matt Fitzpatrick: Who Wins the Data Labelling Race & Why Al Needs Forward-Deployed Engineers · 20VC with Harry Stebbings
Prediction Not checkable as stated
Fitzpatrick: Software industry will shift from standardized SaaS to hyper-personalized AI
“That is my view on where, where this whole industry goes, is you move from SaaS, out-of-the-box SaaS, to much more hyper-personalization using the specific data of an individual customer”
Matt Fitzpatrick Dec 31, 2025 ▶ 19:56 Matt Fitzpatrick: Who Wins the Data Labelling Race & Why Al Needs Forward-Deployed Engineers · 20VC with Harry Stebbings
Insight
Fitzpatrick: Enterprise AI requiring workflow adaptation demands forward-deployed engineers
“If you're building something where the hardest part is getting adoption and workflow embedding, and you need to actually change the way a company works, then yes, forward deployed engineers are the only way to do it.”
Matt Fitzpatrick Dec 31, 2025 ▶ 24:17 Matt Fitzpatrick: Who Wins the Data Labelling Race & Why Al Needs Forward-Deployed Engineers · 20VC with Harry Stebbings
Prediction Not checkable as stated
Fitzpatrick: Human feedback in AI training will remain essential for 10 years
“For a multi-stage reasoning test that requires a PhD in multi-different languages, and, like, human feedback is going to be important in that for the next decade.”
Matt Fitzpatrick Dec 31, 2025 ▶ 34:22 Matt Fitzpatrick: Who Wins the Data Labelling Race & Why Al Needs Forward-Deployed Engineers · 20VC with Harry Stebbings
Insight
Fitzpatrick: Enterprise AI adoption requires 99% precision, not benchmark generalizability
“I think an enterprise uptake depends on trust and precision on specific tasks at 99% accuracy, not generalizability.”
Matt Fitzpatrick Dec 31, 2025 ▶ 45:28 Matt Fitzpatrick: Who Wins the Data Labelling Race & Why Al Needs Forward-Deployed Engineers · 20VC with Harry Stebbings
Assertion Contradicted
Fitzpatrick: AWS report shows 70% of AI agents are traditional automation scripts
“There was actually a report AWS came out with today, it's interesting, that like, 70% of agents are actually not even, ah, AI agents, as you think of it. Like, most of the agent, agentic processes today are actually traditional script writing and just traditio…”
Matt Fitzpatrick Dec 31, 2025 ▶ 58:38 Matt Fitzpatrick: Who Wins the Data Labelling Race & Why Al Needs Forward-Deployed Engineers · 20VC with Harry Stebbings
Assertion Partly supported
Fitzpatrick: MIT report shows only 5% of Gen AI deployments work
“MIT just released this report that five percent of Gen AI deployments are working in any form.”
Matt Fitzpatrick Dec 31, 2025 ▶ 7:28 Matt Fitzpatrick: Who Wins the Data Labelling Race & Why Al Needs Forward-Deployed Engineers · 20VC with Harry Stebbings
Insight
Fitzpatrick: Business strategy is an overrated concept in AI
“In the AI world, at least, strategy is a somewhat overrated concept, and what I mean by that is...”
Matt Fitzpatrick Dec 31, 2025 ▶ 1:13:57 Matt Fitzpatrick: Who Wins the Data Labelling Race & Why Al Needs Forward-Deployed Engineers · 20VC with Harry Stebbings
Disclosure
Fitzpatrick: E-commerce retailer scrapped $25M custom AI agent after failures
“I was talking to an e-commerce retailer that had built an agent to handle their returns process. And they spent twenty-five million bucks building this agent. And at the end of it... What ended up happening was a couple months later they shut it down and moved…”
Matt Fitzpatrick Dec 31, 2025 ▶ 11:50 Matt Fitzpatrick: Who Wins the Data Labelling Race & Why Al Needs Forward-Deployed Engineers · 20VC with Harry Stebbings
Insight
Fitzpatrick: Leaders do not need technical background to evaluate AI tools
“One misconception is that that, that leader has to be highly technical to make that decision, and I would actually argue they don't at all.”
Matt Fitzpatrick Dec 31, 2025 ▶ 13:14 Matt Fitzpatrick: Who Wins the Data Labelling Race & Why Al Needs Forward-Deployed Engineers · 20VC with Harry Stebbings
Insight
Fitzpatrick: Gen AI projects should be led by business, not tech function
“Figure out the list of three to four things that move the needle for your business. Focus on those three to four. Don't spend money on a thousand science projects. Take your best four operational leaders and put them on those four things. Don't locate it in th…”
Matt Fitzpatrick Dec 31, 2025 ▶ 14:56 Matt Fitzpatrick: Who Wins the Data Labelling Race & Why Al Needs Forward-Deployed Engineers · 20VC with Harry Stebbings
Opinion
Fitzpatrick: Out-of-the-box enterprise software has always been a lie
“I think you could kind of argue that out of the box software has always been a lie to some degree. Ah, it's a weird thing to say, but they always had a ton of configuration and they just dressed it up to some degree.”
Matt Fitzpatrick Dec 31, 2025 ▶ 24:57 Matt Fitzpatrick: Who Wins the Data Labelling Race & Why Al Needs Forward-Deployed Engineers · 20VC with Harry Stebbings
Prediction Not checkable as stated
Fitzpatrick: Recent college graduates are the highest adopters of AI tools
“I actually find a lot of the people coming out of college right now are some of the highest adopters of this and the most useful for these kind of tools, and so we're hiring more and more people of that profile, not less.”
Matt Fitzpatrick Dec 31, 2025 ▶ 46:26 Matt Fitzpatrick: Who Wins the Data Labelling Race & Why Al Needs Forward-Deployed Engineers · 20VC with Harry Stebbings
Opinion
Fitzpatrick: Palantir uniquely foresaw the necessity of forward-deployed engineering
“I think I call out Palantir because I think they realized 10 years before the rest of the kind of tech market that forward-deployed engineering and customization would be important, and I think that was a very countercultural leap at the time. You know, I, cau…”
Matt Fitzpatrick Dec 31, 2025 ▶ 49:17 Matt Fitzpatrick: Who Wins the Data Labelling Race & Why Al Needs Forward-Deployed Engineers · 20VC with Harry Stebbings
Opinion
Fitzpatrick: AI data labeling figures are actual revenue, not GMV
“I think it is revenue. I think that your, the rate you get on every project is different. The margin you make on every project is different. So I do think it is revenue”
Matt Fitzpatrick Dec 31, 2025 ▶ 50:20 Matt Fitzpatrick: Who Wins the Data Labelling Race & Why Al Needs Forward-Deployed Engineers · 20VC with Harry Stebbings
Insight
Fitzpatrick: RLHF is the only way to accurately fine-tune context-specific AI
“And so the only way to actually do the fine-tuning process consistently And to get it accurate for any specific context is RLHF.”
Matt Fitzpatrick Dec 31, 2025 ▶ 52:12 Matt Fitzpatrick: Who Wins the Data Labelling Race & Why Al Needs Forward-Deployed Engineers · 20VC with Harry Stebbings
Disclosure
Invisible Technologies raised $130M and will forgo profitability to invest
“We've now, we initially announced a hundred, actually right now raised a hundred and thirty million, and so I'm investing very heavily in technology, so we will not be profitable this year, no.”
Matt Fitzpatrick Dec 31, 2025 ▶ 53:09 Matt Fitzpatrick: Who Wins the Data Labelling Race & Why Al Needs Forward-Deployed Engineers · 20VC with Harry Stebbings
Prediction Not checkable as stated
Fitzpatrick: Robotics will take longer and require task-specific rather than broad-based systems
“I think robotics is another one that will take longer, but will be really interesting when it works. But by the way, I think even in that case, you'll need more task specific robotics, not just broad based.”
Matt Fitzpatrick Dec 31, 2025 ▶ 59:36 Matt Fitzpatrick: Who Wins the Data Labelling Race & Why Al Needs Forward-Deployed Engineers · 20VC with Harry Stebbings
Assertion Contradicted
Fitzpatrick: Average bank spends 93% of tech budget on maintenance
“The average bank spends 93% of its cost, of its tech cost, on maintain initiatives. Seven percent go into building new things.”
Matt Fitzpatrick Dec 31, 2025 ▶ 1:01:18 Matt Fitzpatrick: Who Wins the Data Labelling Race & Why Al Needs Forward-Deployed Engineers · 20VC with Harry Stebbings
Insight
Fitzpatrick: Top hires should not be recruited for specific roles
“When you recruit a great person, I don't think about role most of the time. Meaning I think people are very role focused of like, I will hire this person and they will only do oil and gas as an example, right? But the reality is like really good people will ru…”
Matt Fitzpatrick Dec 31, 2025 ▶ 1:04:32 Matt Fitzpatrick: Who Wins the Data Labelling Race & Why Al Needs Forward-Deployed Engineers · 20VC with Harry Stebbings
Insight
Fitzpatrick: Five-year strategic planning is useless in AI today
“Five-year strategic planning is not a useful exercise right now.”
Matt Fitzpatrick Dec 31, 2025 ▶ 1:14:44 Matt Fitzpatrick: Who Wins the Data Labelling Race & Why Al Needs Forward-Deployed Engineers · 20VC with Harry Stebbings

Show 17statements(17 left)

The other half of the tape: Matt Fitzpatrick's own voice is left out of every number here. Other people bring the name up 9 times in 5 episodes on 20VC. 1 statement on the record names them. every mention, with the transcript →

Who brings them up most Harry Stebbings 9

Statements about Matt Fitzpatrick, by other people (1)

Opinion
Emberikos: Enterprise AI adoption does not require forward-deployed engineers
“So, so even though I am literally hiring FDs and if you're an FD, please apply for a job with me. I actually disagree with that entirely.”
Alexander Emberikos Feb 21, 2026 ▶ 9:08 OpenAI's Codex Lead: Why Coding as We Know It is Over · 20VC with Harry Stebbings

Every mention by year

tap a year for its mentions
00531052026episodesmentions
0352026episodes it came up in
0012.5252026episodesmentions per episode
2026 9 mentions in 5 episodes 2 per episode

Appearances (1)

EpisodeDateSpeaking time
Matt Fitzpatrick: Who Wins the Data Labelling Race & Why Al Needs Forward-Deployed Enginee Dec 31, 2025 1h 5m
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