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Tag: business model

Why Your AI Credit Scoring Model Is Rejecting Good Borrowers (And How to Fix Your Risk Framework)

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Alessandro Marianantoni
Thursday, 14 May 2026 / Published in Founder Resources, Startup Strategy
Featured cover for the M Accelerator article 'Why Your AI Credit Scoring Model Is Rejecting Good Borrowers (And How to Fix Your Risk Framework)' — credit scoring ai for small business lenders.
AI credit scoring for small business lenders promises to reduce defaults while expanding loan volumes, yet most implementations are rejecting creditworthy borrowers at alarming rates. Credit scoring AI for small business lenders refers to automated systems that analyze multiple data points to predict loan repayment probability, but the reality is that 73% of these models
(andborrowersbusiness modelframework)goodlendersrejectingscoringsmall businessyour

The Map-Model-Execute GTM Framework: Why Most Founders Build It Backwards (And How to Fix It)

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Alessandro Marianantoni
Monday, 06 April 2026 / Published in Elite Founders, Growth Strategy
The Map-Model-Execute GTM Framework: Why Most Founders Build It Backwards (And How to Fix It)
The Map-Model-Execute GTM framework transforms how founders build go-to-market strategies by forcing market validation before execution. This three-phase approach — mapping market reality, modeling predictable systems, then executing with discipline — reverses the typical founder pattern of jumping straight to tactics without understanding their actual market dynamics. Picture a founder at $300K ARR, burning through
(andbackwardsbuildbusiness modelElite Foundersexecuteframework:map-model-execute

International Youth Business Model Competition

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m-accelerator
Thursday, 15 April 2021 / Published in News
M Accelerator is proud to announce a special partnership with POPRI of the EU.
business modelyouth

Modeling Uncertainty – Alumni Program

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Alessandro Marianantoni
Tuesday, 21 April 2020 / Published in Entrepreneurship Program, Events, News
FREE Online Program for our Alumni Network.
alumnianalysisbusiness modelcovid19free programstartupuncertainty

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  • Featured cover for the M Accelerator article 'Why Mid-Market Factories Are Losing $2.7M Annually to Quality Issues AI Could Prevent' — ai quality control for mid-market factories.

    Why Mid-Market Factories Are Losing $2.7M Annually to Quality Issues AI Could Prevent

    Picture this: A mid-market electronics manufact...

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