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Predictions ledger

What the people building AI said would happen, and whether it did.

Of 23 predictions with deadlines, none has come due yet. 6 more have no deadline. The next comes due on Dec 31, 2026, from Gavin Baker on BG2 (Jun 11, 2026): Inference revenue will end this year well over $200 billion.

Who expects what, a year, five years and a decade out, with each moment to play: What will AI look like in the next few years?

When they come due

Each face opens its prediction.

  1. 20261
  2. 202710
  3. 20283
  4. 20292
  5. 20302
  6. 20312
  7. 20321
  8. 2033
  9. 2034
  10. 2035
  11. 20362
Topic
29 predictions

Coming due23

  1. Gavin BakerManaging partner & CIO, Atreides ManagementBG2 · Jun 11, 2026

    Inference revenue will end this year well over $200 billion.

    “Yeah, exactly. I think we end this year well over 200 billion in inference revenue, well over.”
    1:05:26They said “this year”AI business models

    DueDec 31, 2026in 2 months

  2. Emad MostaqueFounder, Intelligent InternetMoonshots · Oct 17, 2026

    The big unsolved problems of physics, such as quantum gravity and unified field theory, will be solved by another method within half a year.

    “I don't think they'll be solved this way, actually. I think they'll be solved another way, but I don't think it'll be more than half a year.”
    32:33They said “not more than half a year”Science & math

    DueApr 17, 2027in 6 months

  3. Dylan PatelFounder & CEO, SemiAnalysisBig Technology Podcast · Oct 9, 2026

    OpenAI will become profitable on revenue minus compute costs within two or three quarters.

    “And OpenAI gets there, you know, within the next couple of quarters, maybe two or three quarters.”
    12:19They said “within the next couple of quarters, maybe two or three quarters”AI business models

    DueJul 9, 2027in 9 months

  4. Bernardo AceitunoPresident, Stack AIMTS · Oct 17, 2026

    Within a year, AI agents in enterprises will expand beyond web-based use to more product surfaces, such as Teams, Asana and Confluence, where they can be triggered.

    “ai agents are going to continue expanding to product surfaces to expect like any single surface you have today to be able to interact with your core ai agents whether if it's teams whether if it's asana whether if it's you know confluence whatever you're working with being able to trigger them from there”
    17:53They said “in a year from now”AI agentsHard to check

    DueOct 17, 2027in 12 months

  5. Sundar PichaiCEO, Google and AlphabetSources · Oct 21, 2026

    Waymo will expand internationally and into other weather conditions and highways over the next 12 months.

    “And I think that is what the next 12 months is going to be, more of it, international, other weather conditions, highways, and everywhere scaling up with this high safety bar we have”
    49:15They said “the next 12 months”Self-driving

    DueOct 21, 2027in 12 months

  6. Tanishq AbrahamCo-founder & CEO, SophontMTS · Oct 21, 2026

    Within a year, some medical AI tools will reach retrospective clinical trials, and possibly prospective trials.

    “I mean, I think what we'll start to see is some of these tools could potentially reach these clinical trials, at the very least, definitely like retrospective trials, potentially even prospective trials.”
    21:46They said “a year from now”Health & medicine

    DueOct 21, 2027in 12 months

  7. Arvind KrishnaChairman & CEO, IBMAll-In · Oct 21, 2026

    Somebody will claim to have demonstrated error correction or mitigation on a running quantum computer by the end of 2027.

    “And so I'll predict you'll see somebody make claims by next year.”
    3:07They said “by next year”Chips & GPUs

    DueDec 31, 2027in 14 months

  8. Arvind KrishnaChairman & CEO, IBMAll-In · Oct 21, 2026

    One or two companies will make progress on quantum error correction, though not at scale, by 2027.

    “you'll find one or two will make progress by 2027 error correction not at scale but error correction”
    3:13They said “by 2027”Chips & GPUs

    DueDec 31, 2027in 14 months

  9. Dylan PatelFounder & CEO, SemiAnalysisBig Technology Podcast · Oct 9, 2026

    U.S. CapEx, including data centers, chips and the wider supply chain, will be on the order of $2 trillion next year.

    “So, like, I mean, if you look at, like, next year, CapEx across the U.S. will be on the order of $2 trillion, not just data centers and chips, but also all the rest of the supply chain that people are investing in.”
    1:57They said “next year”Data centers & energy

    DueDec 31, 2027in 14 months

  10. Dylan PatelFounder & CEO, SemiAnalysisBig Technology Podcast · Oct 9, 2026

    OpenAI and Anthropic together could reach $1.5 trillion in revenue by the end of 2027.

    “I'm really in that you can get to, you know, one and a half trillion, maybe even by 2020 end of 2027 with just those two companies.”
    11:23They said “by end of 2027”AI business models

    DueDec 31, 2027in 14 months

  11. Misha LaskinCo-Founder & CEO, ReflectionAINo Priors · Oct 9, 2026

    Frontier model training runs will cost on the order of ten billion dollars going into next year.

    “Going into next year, I think order 10.”
    9:27They said “next year”Scaling laws

    DueDec 31, 2027in 14 months

  12. Chamath PalihapitiyaFounder & CEO, Social CapitalAll-In · Oct 2, 2026

    Within 12 to 18 months, governments will regulate data center access and usage, allocating GPUs, inference and chips to sectors such as defense and financial services.

    “What I think is going to end up happening, and this is a prediction no one may like, but I do think we're going to end up in a world where governments are going to regulate data center access and usage.”
    22:29They said “12 to 18 months from now”Policy & regulation

    DueApr 2, 2028in 17 months

  13. Josh GaoFounder & CEO, Mecka AITraining Data · Oct 20, 2026

    Pick-and-place and packaging tasks on assembly lines that traditional robotics could not solve will be solved within the next two years.

    “A lot of these pick and place, these packaging tasks that you see on assembling lines that had to be manipulation bots that couldn't be solved by traditional robotics, we will get there within the next year or two.”
    23:12They said “within the next year or two”Robotics

    DueOct 20, 2028in 2 years

  14. Arvind KrishnaChairman & CEO, IBMAll-In · Oct 21, 2026

    Western open-weight models as capable as the Chinese ones will come out within the next year or two.

    “But I think that over the next year or two, I'm very doubtful that there will not be great models that come up in the West that are also open weight and that are as capable as the Chinese.”
    14:06They said “over the next year or two”Open-weight models

    DueOct 21, 2028in 2 years

  15. Alexander Wissner-GrossFounder, ReifiedMoonshots · Oct 15, 2026

    AI with a virtual cell will propose in silico small-molecule drug interventions that cure the top 5,000 diseases within two to three years at most.

    “there are in silico proposed say small molecule drug interventions that cure the top 5,000 diseases thanks to a virtual cell I think we're going to see that in the next two to three years maximum.”
    57:45They said “in the next two to three years maximum”Biology & drugs

    DueOct 15, 2029in 3 years

  16. Alexander Wissner-GrossFounder, ReifiedMoonshots · Oct 15, 2026

    AI will solve the search problem of planning intervention paths from a diseased state to a healthy state within the next two to three years.

    “How do I, you know, turn left and then turn right, take this pill, then take this pill, then climb this, you know, hill to get from A to B and the AI will solve. That's just a search problem. So AI will solve the search problem in, I think, next two to three years.”
    1:10:15They said “next two to three years”Biology & drugsHard to check

    DueOct 15, 2029in 3 years

  17. Chamath PalihapitiyaFounder & CEO, Social CapitalMoonshots · Oct 21, 2026

    There will be a massive compute shortage in the next three or four years.

    “we are probably going to see a massive, massive, massive compute shortage in the next three or four years.”
    44:35They said “in the next three or four years”Data centers & energy

    DueOct 21, 2030in 4 years

  18. Jensen HuangFounder & CEO, NVIDIABG2 · Oct 15, 2026

    By the end of the decade, annual AI infrastructure build-out will probably be between $3 trillion and $4 trillion, closer to $4 trillion.

    “I said a couple of years ago that as we exit this decade, infrastructure build-out will probably be somewhere between $3 to $4 trillion a year.”
    1:08:59They said “as we exit this decade”Data centers & energy

    DueDec 31, 2030in 4 years

  19. Jake CooperFounder & CEO, RailwayKnuckle Up with Nakul · Oct 13, 2026

    Within five years there will be 100 times more people writing 100 times more software, about 10,000 times more software overall.

    “Well, I think you're going to have, you know, a hundred times more people writing a hundred times more software.”
    55:08They said “in five years”Coding agentsHard to check

    DueOct 13, 2031in 5 years

  20. Alex RivesHead of Science, BiohubThe Cognitive Revolution · Oct 20, 2026

    First drafts of cellular atlases of health and disease will exist within two years, and a pretty comprehensive map within five years given a focused coordinated effort.

    “first drafts of that within the next one or two years, you know, within five years with a really focused coordinated effort, we can have, you know, a pretty comprehensive map there.”
    47:54They said “within the next one or two years; within five years”Biology & drugs

    DueOct 20, 2031in 5 years

  21. Arvind KrishnaChairman & CEO, IBMAll-In · Oct 21, 2026

    Enterprises will consolidate from hundreds of software vendors to five to ten main platforms within six years.

    “I believe that's going to play out whether it takes six months or six years.”
    38:45They said “whether it takes six months or six years”Enterprise AIHard to check

    DueOct 21, 2032in 6 years

  22. Alan ChanResearch Fellow, GovAIThe Cognitive Revolution · Oct 14, 2026

    An AI takeover, via controlling government or physically overpowering militaries, will not happen within the next five to ten years.

    “Both those pathways, I think, are quite implausible to me in the next, you know, like five year, 10 year horizon or something.”
    1:11:56They said “in the next five year, 10 year horizon”Safety & alignment

    DueOct 14, 2036in 10 years

  23. Bill ThompsonFounder & CEO, Spartan ForgeThe Joe Rogan Experience · Oct 21, 2026

    Within ten years, AI will leave no use for people in a lot of the things people do now, eliminating many jobs.

    “I think there's going to be no use for people for a lot of things that people do right now.”
    2:38:17They said “Ten years maximum”Jobs & the economyHard to check

    DueOct 21, 2036in 10 years

No deadline6

  1. Pierre StockVP of Science, Mistral AIThe MAD Podcast · Oct 22, 2026

    Mistral's next model, ML5, will be able to do meaningful work for a few days, up from a few hours now.

    “Tomorrow with ML5 is going to be a few days, for sure, of meaningful work.”
    1:15:23AI agents

  2. Tiago SadaCPO, WorldMTS · Oct 20, 2026

    Bots will make up 99.999% of online traffic very soon, rather than humans.

    “I expect that to be 99.999% very soon will actually be bots, not humans.”
    4:37They said “very soon”AI agents

  3. Scott AaronsonProfessor of computer science, UT AustinThe Peterman Pod · Oct 12, 2026

    Very soon, OpenAI's backlog of AI solutions to significant open problems will be published, hundreds of them, mostly unchecked by any human.

    “but but my my expectation is that at some point you know very soon in fact you know all these things are going to be published all right like you know we're going to start seeing hundreds of solutions to significant open problems that in most cases no human has gone through”
    17:40They said “very soon”Science & math

  4. Dylan PatelFounder & CEO, SemiAnalysisBig Technology Podcast · Oct 9, 2026

    Anthropic will likely release a new model in the coming weeks, ahead of its IPO.

    “So I think, you know, Anthropic will likely release a new model in the coming weeks, you know, for their IPO.”
    57:05They said “in the coming weeks”Frontier models

  5. Dylan PatelFounder & CEO, SemiAnalysisBig Technology Podcast · Oct 9, 2026

    OpenAI will likely release a new model in the coming weeks.

    “I think OpenAI will likely have to release a new model in the coming weeks as well, just because it's such a competitive environment.”
    57:11They said “in the coming weeks”Frontier models

  6. Andy PavloVP of Database Research, ClickHouseThe MAD Podcast · Oct 8, 2026

    Agents will potentially drive a 10 to 100x increase in the volume of queries hitting databases.

    “So I think there's going to be potentially a 10 to 100x increase in volume and the number of queries that are going to hit up against databases.”
    13:51Data & databases

How it's built

Real Alpha cuts the best minutes from long interviews with the people building AI, and every one of those moments is read for predictions: 29 so far, from 21 episodes. A model (GPT-6 Luna) reads each moment's transcript and lists every forecast that says what will happen by when, or names an outcome that plainly will or won't. A second model (Claude Sonnet) keeps only the ones said as the speaker's own view, by someone it can name, and drops directions with nothing to measure. Code checks every quote word for word against the transcript and links the second it starts. We read all 24 of the first ones against their transcripts by hand on Oct 22, 2026: 23 were right in every field, and we put the other right. A time frame becomes a deadline counted from the day the episode came out: a year means its last day, “in 18 months” counts from the episode, and when the words allow two dates we take the later one, so no one is judged early. Once a deadline passes, a model searches the web for what happened and proposes a status, and a person approves it before it changes here, with the source linked. New interviews add their predictions within the hour of being cut. The moments themselves, grouped by how far out they look, are on AI predictions for the next few years.

The ledger is free to reuse under CC BY 4.0: download the CSV (29 rows, as of Oct 23, 2026) and credit “Real Alpha predictions ledger (realalpha.app/predictions)” with a link to this page. Each row's moment_url plays the second it was said.

Spotted a wrong date, quote or status? Write to hello@realalpha.tv and we'll fix it. Last updated Oct 23, 2026.