[HN Gopher] If you started a company two years ago, many assumpt...
       ___________________________________________________________________
        
       If you started a company two years ago, many assumptions are no
       longer true
        
       Author : tie-in
       Score  : 95 points
       Date   : 2026-04-11 06:58 UTC (2 days ago)
        
 (HTM) web link (steveblank.com)
 (TXT) w3m dump (steveblank.com)
        
       | kristianc wrote:
       | Well of course it is, most startups are dead on arrival.
       | 
       | The big pinch of salt I throw in with advice like this though is
       | that startup failure rate hasn't dramatically shifted despite two
       | decades of lean startup methodology, accelerators, and an entire
       | cottage industry of startup advice. It's never the fault of the
       | framework, mind you.
        
         | apsurd wrote:
         | isn't this a problem of being able to see whatever we want in
         | the data? For example maybe more startups than ever are created
         | in part due to access to this info. Volume increase but rate
         | doesn't. Or maybe magnitude of success increases. Surely this
         | is true but largely attributed to internet overall. But maybe
         | methodologies are indeed a factor.
         | 
         | edit: Tobi from Shopify has an insight that relates. His north
         | star metric is _user churn_. sounds crazy on its face. he 's
         | known for that. But increasing churn means you've increased top
         | line exposure to more would-be entrepreneurs. Not all of them
         | will succeed, but shopifys mission is to create more
         | entrepreneurs. Grow the pie. A focus on increasing conversion
         | tends to have a narrowing effect.
        
           | kristianc wrote:
           | Sure, but if the advice works, you'd see failure rate drops
           | over time. It would work like medicine - we have more people
           | than ever before, but almost no one dies of polio anymore.
           | That's not what we see though, failure rate is basically the
           | same.
        
         | PunchyHamster wrote:
         | Arguably that mostly says stuff about average VC skill to pick
         | winning idea.
         | 
         | If you have good product idea, the methodology to get there
         | mostly affect profit marigins, not whether it will be success
         | or total failure
        
           | sobellian wrote:
           | Execution is very important. Startups almost never start with
           | the "right" idea.
        
         | ralph84 wrote:
         | If anything the failure rate has probably increased with more
         | capital and founders chasing after the same opportunities.
         | Being a startup founder gained prestige and became the default
         | thing to do after college for certain types of people who
         | before the GFC would have ended up in finance.
        
       | tyleo wrote:
       | I almost feel like this is always true. Every startup is dead on
       | arrival. Most of them fail.
       | 
       | You've always needed to constantly learn and innovate to launch a
       | successful business.
        
         | dghlsakjg wrote:
         | Paul graham wrote about this 11 years ago:
         | https://www.paulgraham.com/aord.html
         | 
         | Startups are mostly all default dead. That's why they need VC
         | money.
        
       | kdazzle wrote:
       | > the bottleneck is no longer engineering, it's ____
       | 
       | 90% of blog articles created in the last two years are probably
       | dead on arrival
        
         | kbelder wrote:
         | Made me wonder if there's a live-streaming equivalent for
         | blogging... some platform that both ensures the reader knows
         | the blogger is a person, and promotes a parasocial
         | relationship.
         | 
         | There's live-coding, so it's not totally a crazy idea.
        
           | amazingamazing wrote:
           | Radio host
        
           | raincole wrote:
           | Isn't it just podcast but text
        
           | Waterluvian wrote:
           | Your comment immediately made me think about the extreme
           | opposite: a Davy Force-like, Infochammel-style livestream of
           | a never-ending AI generated Ted Talk, offering delectable
           | morsels of tech startup wisdom, but is ultimately zero
           | calorie.
        
           | losvedir wrote:
           | As a way to get my feet wet vibe coding, I made
           | https://seeitwritten.com with that idea. That by capturing
           | how you write with all its fits and starts you can show that
           | a human wrote it. So, sort of recorded live-streaming. But
           | I'm thinking that a sufficiently cute agent could be prompted
           | to write something and re-write something in a convincing
           | manner. I'm not so sure about that, though, since their
           | corpus is completed text rather than text in action.
        
           | jimkleiber wrote:
           | In 2020, I wrote a book and livestreamed the writing of it.
           | Felt more raw and real at the time but I guess is probably
           | more human vs ai these days.
           | 
           | Not sure how to make that a platform, as when i wrote i
           | explicitly put everything directly into a book unedited,
           | whereas for many people, the editing is probably at least
           | half if not more of the time they spend writing.
           | 
           | Or we could just bring back Google Wave :-)
           | 
           | jimkleiber.com/project-35 if you're curious.
        
         | xdennis wrote:
         | Is that the original phrasing? Now it's:
         | 
         | > The bottleneck is no longer engineering. It's moving up the
         | stack to judgment, customer insight for desired outcomes and
         | distribution.
        
           | what wrote:
           | That's the same phrasing?
        
       | operatingthetan wrote:
       | I find the story of a startup founder who entirely missed the
       | developments of the last two years and did absolutely nothing
       | with AI difficult to believe. If that actually happened it's the
       | exception, not the rule. Most startup founders are way more in-
       | tune with AI developments. This makes it sound like Chris (the
       | mentioned founder) is behind marketing people who use LLM bots to
       | post slop on LinkedIn.
       | 
       | In that case, yes their startup is most certainly DOA.
        
         | thekuanysh wrote:
         | Look around, you're most definitely in a bubble. LLMs are
         | bleeding edge by themselves. Using agentic anything is mega
         | bleeding edge. Having something actually working reliably is a
         | tiny sliver of the bleeding edge audience. We have barely
         | entered early adoption phase. Most AI users out there are
         | Q&A'ing it and they have no idea what agents, tool calling or
         | context compaction are.
        
           | operatingthetan wrote:
           | I don't follow. Tech startups are bleeding edge. You may be
           | over-generalizing here. I talk a lot of my dev friends, they
           | are all using AI for work. So if Joe Blow at some consulting
           | company is using it, then a SV startup CEO should be too.
           | 
           | >Most AI users out there are Q&A'ing it and they have no idea
           | what agents, tool calling or context compaction are.
           | 
           | Again, talking about a _tech CEO_ not a random  "AI user."
        
             | thekuanysh wrote:
             | - Fair enough but tech CEOs aren't necessarily technical,
             | developers or keep up-to-date with the tech on the daily
             | like HN crowd.
             | 
             | - The AI jump happened in Q3-Q4 2025 with Opus 4.5 so it's
             | been six months or so? Not long enough.
             | 
             | - Most developers out there use AI for their coding work,
             | not for re-envisioning business models.
        
               | operatingthetan wrote:
               | I know a 60-ish year old serial startup CEO who never
               | coded. Now he's running teams of Claude Code agents which
               | he used to build a healthcare platform by himself which
               | he is now selling. He's already wealthy, just doing it
               | for fun. This skill set is the _bare minimum_ for a
               | startup founder today.
               | 
               | Going to VCs with a 2 year outdated deck with no AI
               | functionality or plans or tool use is unimaginable.
        
               | thekuanysh wrote:
               | Yeah I get what you're saying. Sounds like this guy is
               | driven, smart and savvy then? Definitely a bleeding edge
               | minority who goes where the puck is.
               | 
               | As to my original point I'll go and say that 95/100 of
               | business owners out there in the world don't have any
               | idea about Claude Code, Codex or anything of that
               | caliber. It's too early. By the time that group gets to
               | it there'll be tools tailored to their needs, not a
               | terminal-based coding agent messing up filesystem.
        
               | operatingthetan wrote:
               | >95/100 of business owners out there in the world
               | 
               | You keep returning to this which is a strawman of my
               | argument. From the start I have been talking about
               | technical startup founders, which is also the subject of
               | the blog post.
        
               | thekuanysh wrote:
               | You on the other hand keep assuming that startup
               | founders, even in SV are technical enough to envision AI
               | or can change the thesis of their business on a whim of
               | technology change that has been introduced less than a
               | year ago. It's not realistic. Businesses have systems,
               | people, obligations, legacy, etc.
        
               | operatingthetan wrote:
               | Did you read the blog post? It seems like you may be
               | missing a lot of context here.
               | 
               | I'm not assuming anything, that is my argument. I think
               | you could do a better job countering it than pointing at
               | the status quo of every business in the world. lol.
               | 
               | Me: 'cutting edge startups should use cutting edge tools'
               | 
               | You: 'every business in the world isn't using cutting
               | edge tools!'
        
               | thekuanysh wrote:
               | It's not about the status quo. It's about the speed of
               | change and focus. While I'm all in on building custom
               | agentic loops and building extensions for my pi I have
               | enough bandwidth and xp to see that it's quite easy for
               | business people to be focused on the matters that are
               | completely non-technical. That plus plain sunk cost
               | fallacy and blind denial ofc.
        
               | operatingthetan wrote:
               | It still does not appear that you read the blog post.
               | Going to stop here.
        
               | procflora wrote:
               | Your startup CEO acquaintance sounds like a real piece of
               | work. Hope he rethinks such an unethical decision!
        
       | thekuanysh wrote:
       | I dig MPO as a term and that's exactly what I think of
       | implementing agentic systems.
        
       | rvz wrote:
       | It used to be 90% of startups would unfortunately fail.
       | 
       | Now with AI, it is likely going to be 98%.
        
         | whynotmaybe wrote:
         | Still better odds than winning the lottery right ? Right ?
        
         | nvch wrote:
         | Before AI: 900 of 1000 fail (90%), 100 succeed After AI: 4900
         | of 5000 fail (98%), 100 succeed
         | 
         | Like this?
        
       | amazingamazing wrote:
       | Not if you're launching a startup based in the real world. Tell
       | me how AI will make a laundromat business DoA?
       | 
       | If your business is selling services at 40% margin that are
       | entirely digitally based, then maybe you'll need to cut some
       | margin, sure.
        
         | SoftTalker wrote:
         | A laundromat isn't a startup in that sense. There's no
         | potential for exponential growth. A VC would never give you
         | money to open a laundromat, you'd go to a bank and get a
         | business loan for that.
        
           | nyeah wrote:
           | Doordash for laundry.
        
             | hackingonempty wrote:
             | You jest but I searched "Uber for laundry" and found
             | services partnering with both Uber and Doordash for
             | transportation.
        
             | skeeter2020 wrote:
             | Washio was an American on-demand laundry cleaning and
             | delivery service. The company was founded in 2013 by Jordan
             | Metzner, Bob Wall, and Juan Dulanto, and raised $17 million
             | in funding.
             | 
             | https://en.wikipedia.org/wiki/Washio_(company)
        
           | amazingamazing wrote:
           | Was uber a startup? Airbnb?
        
       | jopsen wrote:
       | Not being AI focused might mean fewer competitors.
        
       | karolist wrote:
       | The post reads like written by someone who read too much about AI
       | rather than tried to build a startup with the help of AI that
       | they advocate so much. I'm still bounded by system design, UX,
       | pricing and feature decisions, if not by the speed of code
       | output, by the review time for sure. Yes, iterating is faster,
       | but we're nowhere near agentic AI loops spitting out working
       | products. Technically it's possible, but then you just spent that
       | time planning and writing the spec up front, which you'd
       | interleave with dev time otherwise. If the product is a simple
       | CRUD database skin, then yeah, chances of success are lower I
       | think, but this is not the type of startups the post seems to
       | write about.
        
         | jnovek wrote:
         | Are you familiar with Steve Blank? What you're describing
         | really isn't his MO at all.
        
           | stickfigure wrote:
           | I'm not, but this is not a great introduction. It's handwavy
           | and makes the assumption that AI dev tools are much farther
           | along than they are. I have seen this a lot lately; the
           | farther up the management chain and farther away from putting
           | hands on code, the more confident people seem to be in the
           | power of AI tools.
           | 
           | For big complex real world problems, and big complex real
           | worlde codebases, the AIs are helpful but not yet earth
           | shattering. And that helpfulness seems to have plateaued as
           | of late.
           | 
           | I am extremely skeptical of posts like this.
        
             | scyzoryk_xyz wrote:
             | I will take a lot more hand waving from the 70-something
             | year-old Stanford professor who co-created far-up the chain
             | management paradigms that run a good chunk of the economy.
             | That context kinda changes things but what do I know.
        
               | antonvs wrote:
               | So you're saying he's majorly complicit in the
               | ultracapitalist dystopia the US has turned into?
        
               | all2 wrote:
               | This is disingenuous at best.
               | 
               | The man is an economist, not a crony operating at the
               | federal level (one does not imply the other, and I know
               | nothing of the man's background).
        
               | stickfigure wrote:
               | So in other words... he doesn't actually use the tools
               | he's firmly convinced will automate the building of
               | software.
               | 
               | I don't agree with the parent; I think capitalism is
               | doing a lot of great things for us and will continue to,
               | even with AI. But man I'm tired of these hot takes from
               | people with limited practical experience.
        
               | all2 wrote:
               | > But man I'm tired of these hot takes from people with
               | limited practical experience.
               | 
               | I hear you there. There's a reason I limit what I say
               | online. I know very little about very little.
        
               | skeeter2020 wrote:
               | Based on his own arguments a 70-something Stanford prof
               | has no more knowledge, experience or credibility than
               | someone who started 18 months ago.
               | 
               | These guys don't get to have it both ways.
        
               | pstuart wrote:
               | https://en.wikipedia.org/wiki/Steve_Blank
        
           | alex_c wrote:
           | I have a lot of respect for Steve Blank, but my heuristic by
           | now is to ignore any breathless posts that state "teams are
           | doing X with AI, if you are not doing the same you're
           | behind".
           | 
           | The much more useful posts are "my team and I are doing X
           | with AI". Of course, the challenge there is that the ones who
           | are truly getting a competitive edge through AI are usually
           | going to be too busy building to blog about it.
        
         | coffeefirst wrote:
         | Yeah... also, it's just weird. Interfaces are important, they
         | contain information and affordances, everything should not
         | become a chatbot.
        
         | ryandrake wrote:
         | It's gotten to the point where, when I see yet another Thought
         | Leadership article about software development, I search the
         | page for the word "will". If I see unqualified predictions of
         | the future (AI _will_ change this and Agents _will_ do that and
         | developers _will_ need to do thus), I think I can safely ignore
         | the article. Who has the hubris to make such strong and
         | unwavering statements about a future nobody can see?
        
           | antonvs wrote:
           | > Who has the hubris to make such strong and unwavering
           | statements about a future nobody can see?
           | 
           | LinkedIn influencers
        
           | skeeter2020 wrote:
           | How come all the talking heads telling us AI has made
           | whatever we've learned or built obsolete never point the lens
           | back at themselves? I personally thing knowledge from
           | entrepreneurs who learned their lessons in previous decades
           | is valuable, but if what they're spouting is true it doesn't
           | make any sense to listen to them, i.e. these thought leaders
           | are desperate to tell you of their irrelevance. Same thing
           | for every CTO who tells me AI replaces developers. That's a
           | stretch, but if we could do that, don't you think it would be
           | trivial to replace your job?
        
             | throwanem wrote:
             | Someone is still needed to decide what the AI should do,
             | and to harness and manage it. A CTO can do that with
             | existing skills, and the resulting organization should
             | converge quickly on zero need or want for human SWEs.
             | 
             | So goes the thinking, anyway. It's why my couple decades of
             | experience and I still occasionally get to hear from rando
             | cold recruiters desperate to "pivot to AI," probably
             | thinking they can lowball me by holding my mortgage over my
             | head in order to screw three times the work out of me that
             | they'd pay for.
             | 
             | I was in this business too long.
        
         | dist-epoch wrote:
         | You are assuming a linear future while we are in an
         | exponential.
         | 
         | One year ago models could barely write a working function.
        
           | kokanee wrote:
           | One year before 1969 we had never been to the moon. In the
           | 70s credible scientists and physicists predicted that large
           | martian colonies would exist before the year 2000.
           | 
           | If a metric goes from 0 to 2 it doesn't mean it's on a long-
           | lived exponential trajectory.
        
             | 1718627440 wrote:
             | https://xkcd.com/605/
        
             | bluGill wrote:
             | Even if there is a growth pattern that doesn't say how long
             | it will continue. Some things can grow for a while and then
             | hit a ceiling. Sometimes they are a fad that dies (when was
             | the last time you bought a pet rock), sometimes everyone
             | has one - you get a few sales of replacemets but no growth
             | (you have a washing machine and won't buy another until the
             | old wears out)
        
           | baxtr wrote:
           | Sigmoids look a lot like exponentials early on.
           | 
           | We can't say for sure yet which trajectory we are on.
        
           | Aurornis wrote:
           | > One year ago models could barely write a working function.
           | 
           | This is a false claim.
           | 
           | Claude Code was released over a year ago.
           | 
           | Models have improved a lot recently, but if you think 12
           | months ago they could barely write a working function you are
           | mistaken.
        
           | theappsecguy wrote:
           | Seems extremely disingenuous to say that one year ago models
           | could barely write a working function. In fact, there were
           | plenty capable of writing a working function with the right
           | context fed in, exactly as today.
        
           | dghlsakjg wrote:
           | GPT-4o is 23 months old.
           | 
           | One year ago, the models were only slightly less competent
           | than today. There were models writing entire apps 3 years
           | ago. Competent function writing is basically a given on all
           | models since GPT3.
           | 
           | Much of the progress in the past year has been around the
           | harnesses, MCPs, and skills. The models themselves are not
           | getting better exponentially, if anything the progress is
           | slowing down significantly since the 2023-2024 releases.
        
       | apparent wrote:
       | Seems like the headline should have been "is now dead on
       | arrival". As currently written, it fails to convey the temporal
       | aspect that is the focus of the blog post.
       | 
       | It also fails to convey that he's actually only talking about
       | startups that were created 2+ years ago, rather than the many AI
       | startups founded in the last 2 years.
        
       | fred_is_fred wrote:
       | Chris has been so focused for 5 years that he had no clue about
       | anything else going on in the industry?
        
         | taurath wrote:
         | It reads to me like the author thinks Chris is an idiot for not
         | selling his automation tech to the defense industry
        
       | kayson wrote:
       | > Now, before you build a physical prototype, you can simulate
       | more design variants, create digital twins, and stress-test
       | assumptions earlier and much cheaper than before.
       | 
       | Hahahahahahahaha no you can't. The rise of LLMs has done little
       | to nothing in this area because it's very much compute-limited.
       | Digital-twins and other ML-based strategies predate ChatGPT by a
       | long shot. There are definitely places in hardware design where
       | LLMs and agentic workflows will help, but that's largely because
       | the existing tooling is utter garbage, and now the industry has a
       | fire under its ass to make things automatable so they can build
       | their own agents.
        
       | 0xAntonioo wrote:
       | I read it less as "every startup now needs an AI feature" and
       | more as "your assumptions expire faster than they used to." That
       | part feels true even if the examples are a bit overstated imo...
        
         | bloody_bit wrote:
         | True, it increases the trials and errors you can have to
         | receive pmf
        
       | givemeethekeys wrote:
       | "You better be doing something in AI" applies to Startups -
       | businesses that are expected to spend every penny as quickly as
       | possible, to meet the metrics needed to raise the next (bigger)
       | round of funding.
       | 
       | It is also not the same as, "If you want to be a profitable
       | company...". For that you need to somehow make more money than
       | you are spending.
        
         | all2 wrote:
         | > For that you need to somehow make more money than you are
         | spending.
         | 
         | I've had this idea of 'business as reducing entropy' floating
         | around in my head for awhile. It's a neat way to think about
         | the value a business offers to buyers; a washing machine
         | manufacturer is selling reduced time to reduced entropy (clean
         | cloths), spreadsheet software is selling reduced time to
         | understanding (information from tabulated data), and so on.
         | 
         | From that perspective, a lot of AI-driven development is
         | failing.
         | 
         | We're still in the phase of 'how do we get order out of semi-
         | average chaos?' for LLMs. For ML we're largely past that point.
         | 
         | I've been using this framing as a means to guide me towards
         | 'what is actually useful, what might someone actually buy'. I
         | don't have my own business at this point, but its still fun to
         | think about off and on.
        
       | notarobot123 wrote:
       | Building SaaS businesses has become a whole lot less capital
       | intensive. Solo founders can go much further than they've been
       | able to previously. New startups probably don't need funding
       | anymore.
       | 
       | VC for conventional SaaS is dead.
        
       | hyperpape wrote:
       | > Founders who started pre-2025 typically have built a technical
       | stack optimized for a world where software development was
       | bespoke and expensive.
       | 
       | Of all the things that AI has changed, tech stacks aren't one of
       | them. The bots will gladly write Typescript, Java, Python, Rust,
       | what have you. They could not give less of a shit.
        
         | dghlsakjg wrote:
         | I caught that too.
         | 
         | What is he getting at? How does the code and infra stack differ
         | at all between a company that is using AI, vs one that is not?
        
       | jumploops wrote:
       | > How can we throw away years of work?
       | 
       | This trap has killed many startups, well before AI.
       | 
       | Now that code is cheaper to write, hopefully it becomes less of a
       | problem?
       | 
       | In either case, founders should never fall in love with their
       | solutions.
        
         | grtteee wrote:
         | It's easier to view it in terms of DCF - the value of a cash
         | flow generating asset = present value of expected cash flows
         | discounted back at a risk discount adjusted rate. In other
         | words what you've invested into your existing assets is
         | irrelevant - the cash flows generated by them and the growth
         | assets through future investment, is what matters.
        
       | bamazizi wrote:
       | This article resonated with me, especially since I've noticed the
       | fund raising hoopla's in my circle has dramatically dropped.
       | Either investors are tightening the belt so founder-investor fit
       | has crossed into the realm of disillusionment
        
         | bluGill wrote:
         | It is the economy. Interest rates are up and that will hit
         | startups first since investors have other options that are more
         | likely to be better.
        
       | jart wrote:
       | If it was stretched before it's definitely snapped now. The only
       | place I see convincing opportunity is resources and commodities.
        
       | syngrog66 wrote:
       | depends on assumptions. thats the load bearing element. 99.99% of
       | what was true then is still true. its mostly on the fractal
       | churning edges where _hyped_ change happens. things flip-flop
       | too:
       | 
       | 2021-2024: good time in US for EV startup
       | 
       | 2025: terrible time in US for EV startup
       | 
       | 2026 March/April: AWESOME time in world for EV startup
       | 
       | focus on fundamentals, not flakey ephemerals
       | 
       | 2020: wise to have smart elite software engineers on your team
       | 
       | 2021: ditto
       | 
       | 2022: ditto
       | 
       | 2023: ditto
       | 
       | 2024: ditto (is this when ChatGPT launched? dont care. snore)
       | 
       | 2025: ditto (what are YC/HN/VC hyping now? snore)
       | 
       | 2026: ditto
       | 
       | 2027+: ditto, likely
        
       | Escafati wrote:
       | One assumption that's also changed: small teams no longer need
       | dedicated QA. Tools like Autonoma (open source, getautonoma.com)
       | use AI agents to generate and run E2E tests in real browsers, and
       | tests self-maintain as your app evolves. One of the things making
       | the solo-founder path more viable.
        
       | psychoslave wrote:
       | If you started something at some point, many assumptions are no
       | longer true, and might possibly never have been true at any
       | moment.
       | 
       | That said, if you believe universe exists, chances are not null
       | that you are correct. But solipsism might actually be right.
       | 
       | In case of doubt, remember that your memory might be mere
       | illusions.
        
       | Noaidi wrote:
       | It is insane to me that anyone could look at the US Economy right
       | now and think this was a good time to start a business. Between
       | the war, AI, a pending economic recession (look at bond prices),
       | all I see is failure. Maybe a funeral home, but that is all I can
       | think of.
        
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