Tesla should still command a
premium multiple in 2031, but not a pure software or frontier-AI one. The company has real flywheels in
installed base, charging,
telemetry and energy deployments, yet its economics remain more capital intensive and more regulated than asset-light platforms or pure compute bottlenecks. If revenue mix shifts toward energy services, charging, paid autonomy and account-layer monetization, a premium can persist even with multiple compression from today.