Will today's AI hypergrowth rates persist or revert to traditional SaaS growth benchmarks?
23 recorded positions from 16 people, first said Jan 4, 2024. They do not agree — the readings below are what each one actually argued.
Historical growth benchmarks no longer transfer
Jake Saper · Mar 10, 2025
There is substantially more market pull for software now than in the pre-LLM era, which makes far faster revenue growth genuinely achievable
The models themselves do amazing things and every buyer's boss is telling them to go buy AI, so products tapping that pull can scale extraordinarily fast — Bolt went 0 to 20 in two months, Together went from $2M to over $100M in about fifteen months
Scope: these companies still have to figure out defensibility on the back end
37:54 20VC: Lessons from Investing $2BN and Returning $8BN in Cash | Why Most Venture Partnerships are Broken | We Sold Salesforce Early and Lost Out on Billions | Are The Best Deals Always Expensive and Competitive with Jake Saper @ Emergence Capital
Hemant Taneja · Sep 22, 2025
Revenue growth still matters, but the bar has moved: the growth curves that were most interesting five years ago (triple, triple, double, double) are no longer impressive
Value is concentrating in the hands of a few companies, and the underlying AI technologies are so high-leverage that companies with the right product grow far faster than before
Scope: compared to companies like Samsara and Gusto
47:11 20VC: General Catalyst CEO Hemant Taneja on The Future of Venture Capital: Chanel vs Walmart | Lessons Scaling GC to $40BN in AUM | Investing $5BN+ Into Stripe Over 14 Rounds | Investing Hundreds of Millions into Anthropic at $60BN Valuation
Maor Shlomo · Nov 24, 2025
Zero to $10M ARR is an insane result for a SaaS business, but quite a lot of companies now do it, and he does not require it as a bar when deciding to invest
Scope: growth is the 'exciting' input, not the investment criterion
42:49 20VC: Base44's Maor Shlomo on How Vibe Coding Will Kill SaaS and Salesforce | Why it is BS that Vibe Coding Platforms Do Not Have Defensibility and Bad Margins | Why He Worries About Google, Not Replit and Lovable | Why Long Anthropic, Not OpenAI?
Harry Stebbings · Nov 24, 2025
Quite a lot of companies today go from zero to $10M in a year, so it is no longer an exceptional signal
42:54 20VC: Base44's Maor Shlomo on How Vibe Coding Will Kill SaaS and Salesforce | Why it is BS that Vibe Coding Platforms Do Not Have Defensibility and Bad Margins | Why He Worries About Google, Not Replit and Lovable | Why Long Anthropic, Not OpenAI?
Harry Stebbings · Jan 12, 2026
Growth rates today are unprecedented — companies going from $1M to $20-40M are now reasonably common, whereas that was previously unheard of
51:21 20VC: a16z's $15BN Fundraise with Alex Rampell | The Best Companies Have Hostages Not Customers | The Best Founders Materialise Capital, Customers and Labour | Mid-Sized Funds with Die and The Future of Venture Capital
Lucas Swisher · Feb 23, 2026
In today's AI market, a product the market likes doesn't merely triple at the earliest stages — the market yanks it into hypergrowth, so SaaS-era growth benchmarks understate what winners look like
The market dynamics have changed: demand pulls product-market-fit companies far faster than in the SaaS world
31:51 20VC: Inside Coatue's $70BN Machine: Why Price Matters Least | Why Mega Markets are the Most Important | How to Assess Durability of Revenue and Margins in AI with Lucas Swisher
Miles Clements · Mar 9, 2026
The historical SaaS growth benchmarks investors relied on are largely obsolete; usage intensity and how customers actually engage with the product matter more than ever
Growth can obscure and blind you to underlying ills in the business, so headline growth rates no longer give the comfort they used to
Scope: applies to both enterprise and consumer companies
25:25 20VC: Inside Accel's $4BN Growth Investing Machine | Cursor is Dead is Total BS: Here is Why | What Missing Rippling and ElevenLabs Taught Us | Are $2BN-$10BN IPOs Dead | Why Now is a Great Time to be Thoma Bravo with Miles Clements
Nikesh Arora · Jun 22, 2026
The window from idea to execution has shortened dramatically in AI, with companies forming and reaching $100M ARR faster than ever before
He observes new companies getting formed in twelve to twenty-four months and hitting that revenue scale
46:32 20VC: Nikesh Arora on the Frontier Model Problem: Breadth vs Depth | The Future of Token Costs | Memory Becoming the Moat | Where Value Accrues: Infra, Models, or Apps? | Why Enterprise AI is Not Ready & Systems of Record vs Systems of Intelligence
Matt Murphy · Jul 27, 2026
The bar for outlier growth has reset — what used to be top 5% performance now looks more like top 50%
Companies are going zero to $100M in a year, more examples than he can count, and investors can't control that recalibration
Scope: acknowledges it's hard to shed twenty-plus years of context about what counted as great
47:36 20VC: Leading Anthropic's First Ever Round | Will Open Source Threaten Anthropic's Business | Do Margins Matter in a World of AI | Why Triple, Triple, Double, Double is Not Good Enough Today | Why Series A is Hard Today with Matt Murphy @ Menlo
Jerry Murdock · Aug 22, 2026
General growth heuristics like triple-triple-double-double no longer apply; venture is in a completely different era and each case must be judged specifically
What Anthropic and OpenAI have done has never been done in the history of the world — comparable to fire or electricity — so historical venture benchmarks don't transfer
34:16 20VC: The AI Bubble Will Burst: Half the Neoclouds Will Die | China: Should We Ban Chip Exports & Be Fearful of Chinese Open-Source | Mag7: Who Dies and Who Thrives: Why Meta is Meh and Microsoft is Mega
Traditional compounding math still defines greatness
Harry Stebbings · Jan 12, 2026
The triple-triple-double-double growth standard is not dead
Scope: stated after noting a strong 5x vertical SaaS company had a brutal Series A process
57:02 20VC: a16z's $15BN Fundraise with Alex Rampell | The Best Companies Have Hostages Not Customers | The Best Founders Materialise Capital, Customers and Labour | Mid-Sized Funds with Die and The Future of Venture Capital
Oren Zeev · Feb 2, 2026
The claim that growth-rate expectations have fundamentally risen in the AI era is wrong; compounding math is unchanged, so a company doubling annually is still a great outcome
Two to the power of five was 32 before AI and it's 32 after AI — the arithmetic of compounding hasn't changed
Scope: the real test is whether the growth is sustainable and the economics are healthy
13:21 20VC: 50% of Funds Will Go Out of Business | Why Growth Expectations Today are BS and Will Not Last | Why Oren Zeev Takes $0 Management Fees But 30% Carry | Why GPs Should Not Tell LPs Their Strategy
Gili Raanan · Mar 28, 2026
The bar for genuine greatness in growth has stayed roughly the same despite the AI-era headline numbers
Compounding new ARR at 4x, 4x, 3x, 3x over five years is 144x, so a company booking $1M of new ARR in year one books $144M in year five — terrific by any standard, even if it isn't the most iconic company ever
Scope: there is no upper limit on greatness — going five to fifty to two hundred is welcome
26:29 20VC: The Venture Model is Broken | You Need to be Greedy and Selfish to Win Early Stage Investing | Why Margins Do Not Matter for Early-Stage Startups | The Growth Rate that is Required in a World of AI with Gili Raanan, Founder @ Cyberstarts
Saas growth deceleration may be structural market saturation not cyclical
Jason Lemkin · Jan 4, 2024 · hedged
Some of the growth deceleration in SaaS seen in 2023 may be permanent rather than cyclical
Public SaaS companies grew at their slowest pace ever last year, which is unlike anything he's seen since 2005
Scope: applies to public SaaS growth rates; first time he has been worried since 2005
0:00 20VC: Predictions for 2024: What Happens to Early Stage VC Funding, Do a Load of Venture Funds Die, What do LPs Do in 2024, Does Figma Kill the M&A Market, Will IPOs Comeback & What Does a Trump Administration do for Startups with Jason Lemkin @ SaaStr
Jason Lemkin · Jan 4, 2024 · hedged
SaaS may have hit genuine market saturation, and some of the growth deceleration seen in public SaaS may be permanent rather than cyclical
Software spend has absorbed more and more of corporate budgets for eighteen years, but software cannot keep growing faster than GDP forever, and Gartner already projects a trillion in enterprise SaaS spend
Scope: framed as a worry, not a certainty; third consecutive year of poor public multiples is part of the concern
34:59 20VC: Predictions for 2024: What Happens to Early Stage VC Funding, Do a Load of Venture Funds Die, What do LPs Do in 2024, Does Figma Kill the M&A Market, Will IPOs Comeback & What Does a Trump Administration do for Startups with Jason Lemkin @ SaaStr
Harry Stebbings · Jan 10, 2024
The biggest worry after fifteen-plus years of SaaS investing is that growth has slowed and software spend may have reached saturation
AI is wanted by everyone but is not yet a line item on CFO budgets
53:42 20VC: Did Figma Kill M&A Markets in 2024, The Three Biggest Mistakes Made in Growth Investing, The Three Requirements Companies Need to Go Public in 2024 with Ed Sim and Jamin Ball
Current demand is temporary tire kicking that will fade
Harry Stebbings · Oct 27, 2025
Rory O'Driscoll and Jason Lemkin argue the biggest problem today is overestimation of demand — an atypical cycle where 100% of a market (e.g. law firms) is shopping for an AI provider when normally only 5% would be
Every law firm has been told to look for an AI provider, and that will not be true next year or the year after
Scope: specifically about legal
33:20 20VC: Sequoia's David Cahn on The Winners and Losers in AI | The $0-$100M Revenue Club: Is Triple, Triple, Double, Double Dead? | The Future of Defence: Who Wins and Who Loses | How to Analyse Margins and Growth Rates in a World of AI
Harry Stebbings · Apr 20, 2026 · hedged
The current AI demand pull may be a momentary ~18-month phenomenon that the industry is wrongly extrapolating forward
Every company currently needs an AI story and wants to kick the tires, which inflates apparent demand
Scope: framed as a worry
27:58 20VC: Everyone is Wrong; We Will Have More Developers in Five Years | Why Frontier Labs Will Be Way More Valuable Than They Are Today | Are SaaS Companies Cooked: Which Thrive & Which Die with Aaron Levie, Founder at Box
Also on the record
Aaron Levie · Apr 20, 2026
The AI demand pull is not an 18-month blip; diffusion will take far longer than Silicon Valley thinks and the market will end up larger than expected
The cloud diffusion cycle looked spiky and unsustainable early yet lasted twenty years and got much bigger; and most enterprises can't deploy agents unattended because regulators like the SEC will hold them accountable, so compliance, security and review processes slow adoption
28:24 Diffusion is a decades long cycle so demand is durable
Jason Lemkin · Jan 4, 2024
The industry has moved past survival mode into a get-back-to-growth phase, but founders do not yet have answers for how to do it
His portfolio companies at $200M+ ARR all became cash flow positive simply by pausing hiring, and now have only marginal growth with no playbook for reacceleration
15:30 Companies are cash flow positive but lack a playbook to reaccelerate growth
Anish Acharya · Feb 9, 2026
Triple triple double double is not dead; growth expectations should be calibrated to the market segment, with the real bar being top quartile against your peer set
Different markets have different physics — consumer-led or bottoms-up markets can show explosive growth, while ERP or payroll involve cautious customers and high-stakes, slower sales cycles
45:32 Benchmarks hold but are segment relative top quartile vs peers
Ed Sim · Jan 10, 2024
We are entering a new cycle in which fifteen-year-old software categories get reinvented on the back of the AI platform shift, so software spend is not saturated
Creative destruction reinvents the world every ten to twenty years, and as an early-stage investor he has to believe that; AI will be infused into software wherever people will pay for it and it is economically important
54:09 Ai platform shift reinvents existing software categories avoiding saturation
Julien Bek · Aug 24, 2026
Traditional growth benchmarks like triple-triple-double-double will return, because today's hypergrowth AI companies are in greenfield markets that will mature into replacement markets
People conflate new markets with replacement markets: an AI-native CRM still has to rip out an existing system of record, whereas greenfield AI companies replacing human work face no incumbent and grow vertically; once most customers have a solution, those companies hit replacement dynamics and become comparable apples to apples
22:17 Greenfield growth normalizes as markets become replacement markets
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