The non-linear upside comes from “AI-per-endpoint” rising faster than endpoint units: more cameras per site, higher resolution, multi-sensor perception, and stricter latency/power constraints that favor efficient on-device inference. If Ambarella converts its next-node roadmap into multi-generation design retention (especially industrial/robotics plus a real automotive ramp) and layers in higher-quality revenue (security/verification and outcome-bundled software sold through
OEM/Tier channels), investors can underwrite a more durable growth profile versus a purely cyclical video-chip story. The
multiple is kept below premium peers to reflect real concentration and policy gating risks.