Method evidence first. Client claims only when approved.

Until named client proof is permitted, public material uses transparent demos, test inputs, expected outputs, failure handling and readback.

Clearly labeled and never presented as a customer result.

Screenshots, test vectors, provider status and QA evidence.

Source facts, client permission, bounded claim and date.

No fabricated ROI, testimonials, customers, rankings, savings or scarcity.