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The AI Architect's avatar

This framing shift from 'enablement' to solving expensive problems is spot on. I've seen research ops teams get shut down during budget cuts precisely because they couldnt quantify impact beyond 'smoother processes.' The working backwards approach here is solid, reminds me of how product teams validate features with business metrics first. Worth noting tho that some orgs are so dysfunctional they wont value the savings even after u show the math.

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