Onboarding path is short and value is obvious in first session.

Referral loop is hidden and could miss self-propelled growth. Expose sharing hooks and team invite incentives in first-run UX.

Clean abstraction layer. IaC setup is robust for this stage.

Some production runbooks are still sparse. Add failure-mode examples and latency budgets to docs.

Large TAM and clear enterprise expansion narrative.

Defensibility depends heavily on model execution speed. Strengthen moat via workflow lock-in and proprietary dataset strategy.

Information hierarchy is clean and primary CTA is unmistakable.

Mobile table views feel compressed under dense datasets. Add responsive condensed cards and clearer empty-state guidance.

Good RBAC baseline and clear environment boundary controls.

Dependency hygiene and key rotation policy could be stricter. Automate SBOM checks and enforce shorter token lifetimes.