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Peer Learning Sessions

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Key Lessons from January & March

Lesson 1: Market Entry Timing Beats Size

Participants agreed that entering a market with tailored timing—even if small scale—outperforms waiting for full-scale readiness.

Lesson 2: Peer Feedback Outperforms Expert-Only Panels

Real-world learning emerged stronger when sessions invited peer operators to challenge and refine approaches live.

Lesson 3: Micro-Experiments Drive Iteration

Success came from those willing to test hypotheses quickly in market using real constraints, not theoretical models.

Lesson 4: AI Toolchains Require Human Anchoring

Many noted that while AI frameworks were powerful, human judgment and strategic calibration still guided value.

Lesson 5: Pricing Innovation Needs More than Finance

Breakthroughs in pricing emerged when go-to-market, product, and analytics teams worked across silos—not from finance alone.

Lesson 6: Speed and Storytelling Convert Better

Rapid storytelling of market experiments (failures and all) helped build internal buy-in and inspired parallel experimentation.

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