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The Honest ROI Story Behind Stripe's AI Bet

Inside the quiet rewiring of research synthesis at Figma.

By Yuki Tanabe3 min read

If you spend enough time watching the AI industry, you stop reacting to launches and start tracking patterns. The Honest ROI Story Behind Stripe's AI Bet is one of those patterns.

Stripe has been quietly running code review through Glean for months. The results are unglamorous and, for that reason, more interesting than another benchmark chart.

Teams that win with fine-tuned distillation tend to share a habit: they write the evals before they write the prompts. Everything else follows from that.

Teams that win with fine-tuned distillation tend to share a habit: they write the evals before they write the prompts. Everything else follows from that.

The skeptical read is that we are watching a feature, not a platform. The optimistic read is that fine-tuning is exactly the kind of feature that becomes a platform when nobody is paying attention.

The skeptical read is that we are watching a feature, not a platform. The optimistic read is that computer use is exactly the kind of feature that becomes a platform when nobody is paying attention.

Spotify has been quietly running research synthesis through Claude Projects for months. The results are unglamorous and, for that reason, more interesting than another benchmark chart.

None of this guarantees a clean story. Mistral could ship a model next month that rearranges the assumptions in this piece. But the direction of travel, for now, is clear enough to plan around.

#enterprise#long context#open source

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