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The auditor piece is wild. I've seen this playbook in action where companies basically shop for lenient auditors who wont push back on COGS classification. The DevOps in R&D trick is especially clever because theres genuinely grey area around whats "innovation" vs "keeping the lights on." I worked at a company tht got crushed on this during due diligence when buyers normalized the COGS. Those AI companies with low S&M are interesting tho, if they can actually sustain self-serve growth without field teams then maybe the lower GM ceiling matters less.

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