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Category: Startup Strategy

Why Data Beats Algorithms (And Why Most Founders Get This Backwards)

  • 0
Alessandro Marianantoni
Friday, 12 June 2026 / Published in Founder Resources, Startup Strategy
Featured cover for the M Accelerator article 'Why Data Beats Algorithms (And Why Most Founders Get This Backwards)' — why data beats algorithms.
Data quality drives 80% of model performance while algorithm choice accounts for only 20%. Yet most founders obsess over the wrong 20%. Why data beats algorithms comes down to a simple truth: better data with basic algorithms outperforms sophisticated algorithms with poor data every time. This insight fundamentally changes how growth-stage startups should allocate their
(andalgorithmsbackwards)beatsdata brokersElite Foundersthis

The Founder’s First AI Automation Stack: Why 73% of Post-PMF Founders Get It Wrong

  • 0
Alessandro Marianantoni
Thursday, 11 June 2026 / Published in Founder Resources, Startup Strategy
Featured cover for the M Accelerator article 'The Founder's First AI Automation Stack: Why 73% of Post-PMF Founders Get It Wrong' — founder's first ai automation stack.
Picture this: You’re a founder at $800K ARR, finally hitting your stride with product-market fit, but drowning in operational tasks while your competitors automate their way to faster growth. The founder’s first AI automation stack is the critical collection of 3-5 AI tools that multiply founder time by handling repetitive cognitive work across customer success,
Elite Foundersfirstfoundersmarketing automationpost-pmfstack:wrong

Why Korean Hardware Startups Die in America (And the 4 Frameworks That Change Everything)

  • 0
Alessandro Marianantoni
Thursday, 11 June 2026 / Published in Founder Resources, Startup Strategy
Featured cover for the M Accelerator article 'Why Korean Hardware Startups Die in America (And the 4 Frameworks That Change Everything)' — korean hardware startup us launch.
Korean hardware startups entering the US market face a 73% failure rate within 18 months—not because of product quality, but due to four specific blind spots in their go-to-market approach. A korean hardware startup us launch requires navigating complex distribution channels, certification requirements, and capital structures that fundamentally differ from Korea’s hardware ecosystem. The disconnect
(andAmerican job marketchangedearly-stage startupeverything)frameworkshardwarekoreanlaunchthat

The 12 Questions LPs Must Ask Venture Studios Before Writing a Check

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Alessandro Marianantoni
Wednesday, 10 June 2026 / Published in Founder Resources, Startup Strategy
Featured cover for the M Accelerator article 'The 12 Questions LPs Must Ask Venture Studios Before Writing a Check' — what questions should lps ask a venture studio.
Picture this: An LP sits across from their fifth venture studio pitch this month, each promising to be the next Idealab or Betaworks. The uncomfortable truth? 90% of venture studios fail to return meaningful capital to their investors. When evaluating venture studios, LPs must ask 12 critical questions across four key areas: business model viability,
beforecheck:corsi di studiomustquestionsshouldstudiosunderwritingventure
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Recent Posts

  • Featured cover for the M Accelerator article 'The Co-Founder Equity Math Changes the Moment You Have Revenue — Here's How to Think About It' — how much equity for a co-founder who joins after revenue.

    The Co-Founder Equity Math Changes the Moment You Have Revenue — Here’s How to Think About It

    You have revenue. You need a serious partner. A...
  • Featured cover for the M Accelerator article 'Bootstrap vs VC at $1M ARR: The Decision Framework Most Founders Get Backwards' — bootstrap vs vc: should a founder raise at 1m arr.

    Bootstrap vs VC at $1M ARR: The Decision Framework Most Founders Get Backwards

    At $1M ARR, most founders should not raise VC b...
  • Featured cover for the M Accelerator article 'The Revenue-Funded Founder's Salary Problem: What to Pay Yourself When There's No VC to Ask' — startup founder salary at seed stage for revenue-funded founders.

    The Revenue-Funded Founder’s Salary Problem: What to Pay Yourself When There’s No VC to Ask

    The startup founder salary at seed stage for re...
  • Featured cover for the M Accelerator article 'Pivot or Persevere? The Evidence Threshold That Separates Discipline From Panic' — pivot or persevere: how much evidence before pivoting a startup.

    Pivot or Persevere? The Evidence Threshold That Separates Discipline From Panic

    You have enough evidence to pivot when you&#821...
  • Featured cover for the M Accelerator article 'When Your Startup Needs an RIA: A Founder's Framework for Financial Guidance That Actually Fits' — Registered Investment Advisor (RIA) and Startups.

    When Your Startup Needs an RIA: A Founder’s Framework for Financial Guidance That Actually Fits

    A Registered Investment Advisor (RIA) and Start...

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