BrandLM.AI vs Co

In each answer, tracked brand names are highlighted as they appear and tallied below, together with the pages the AI cited.

Every AI coding agent signs its commits with a forgeable plain-text line.

About BrandLM.AI

In each answer, tracked brand names are highlighted as they appear and tallied below, together with the pages the AI cited. Prompt What are the best running shoes for marathon training?. If your brand is absent or poorly positioned, you can lose consideration before a user ever visits your website. BrandLM shows how major AI systems describe your brand, what they get right or wrong, which competitors they surface, and where your positioning is weak.

About Co

Every AI coding agent signs its commits with a forgeable plain-text line. Co-authored-by is a Lie: Cryptographic Provenance for AI Coding Agents . It matters now, because the attribution metadata is starting to be used to make trust decisions, and that turns a cosmetic line into an attack surface. Commit metadata has always been trivial to fake unless signing is enforced. So over a couple of evenings I built the missing half: a producer-attribution layer where attribution is backed by a hardware key, enforced automatically, and verifiable .