The Bloomberg Terminal costs $28,000 per user per year. Perplexity Finance is $20 a month. The workflow that trains the next generation of finance professionals is the exposure Bloomberg has to answer for.
The first independent measurement of whether the multi-million-dollar IR page infrastructure earns AI engine retrieval surface. Financial services ~100%. Biotech ~92%. Mega-cap tech and junior mining ~0%. The IR-hosting vendor matters.
Bloomberg dominates IR citations second only to ESPN in sports. Reuters, WSJ, Seeking Alpha, Schwab, FactSet round out the top tier. Earnings call transcripts are now the highest-value IR-citation asset — what your CEO says becomes literal answer-engine training data.
Driven Brands — owner of Maaco, Meineke, Take 5 Oil Change — substituted a restatement 8-K for its expected annual report on February 25, 2026. The stock fell 30.2% in a day. The Q3 2025 disclosure-controls language is now the spine of two securities class actions.
AI-readable disclosures are 10-Ks, 10-Qs, and corporate filings drafted so AI engines can extract claims, numbers, and risk factors cleanly. Six drafting principles, Retrieval Risk, Entity Drift, and the MD&A as narrative anchor.
Wikipedia is the single most heavily weighted training input for every major large language model. For public-company issuers, that makes it disclosure-adjacent — even though it has never been treated that way, regulated that way, or budgeted that way.
Earnings calls are no longer just quarterly events; they have become a permanent input for AI systems. This article explores how the structured nature of earnings call transcripts feeds major AI engines, influencing corporate messaging, legal protections, and a company's "Entity Authority" or "Entity Drift." It also discusses the challenges of "Retrieval Risk" and "forward-looking persistence" in AI summarization, offering insights into how companies can adapt their communication strategies for the AI era to achieve "Citation Dominance."
AI models are redefining how public company narratives are built, impacting everything from investor relations to executive visibility. This article explores how AI retrieves and interprets information, the concept of "citation dominance," and the critical role of Entity Authority in shaping a company's profile in the age of AI-mediated markets.
Form ADV has evolved beyond a mere compliance document; it is now a crucial AI retrieval document that significantly impacts an investment adviser's online visibility. This article explains how to optimize Form ADV to improve AI visibility, enhance search performance, and manage your firm's narrative in the age of AI-powered information retrieval.
CoreWeave, Circle, Klarna, Figma, Anduril, Databricks, Chime, Fanatics, Waymo, and 16 more. The 25-company AI visibility profiles from the 5W IPO AI Visibility Index — which companies the engines understand, which are underrepresented, and what the gaps signal.