AI genuinely transforms financial operations at institutional scale — the evidence is not contested. What is contested, without being labeled as such, is whether that transformation transfers to retail-facing products that use the same vocabulary. It does not. The institutional advantage in AI finance comes from governance frameworks, audited pipelines, and workforce discipline that retail products do not replicate. When a Bluesky account tells followers 'I built an AI that sees what I couldn't' without providing methodology or audited returns, it is borrowing the credibility of an institutional track…