🤖 AI Summary
The AIVO Standard™ (v3.0 with v3.5 proposals) is a new, industry-level framework for measuring, auditing and governing “visibility” inside large language models—turning brand presence in generative answers into an auditable, financialized asset. AIVO introduces concrete metrics (PSOS: Prompt‑Space Occupancy Score; VVI: Visibility Volatility Index; AIVB: AIVO Visibility Beta; RaR: Revenue‑at‑Risk), a four‑layer measurement stack (Prompt → Answer → Exposure → Financial), and reproducibility rules aligned with ISO/IEC 42001 and the EU AI Act. It covers major LLMs (ChatGPT 5, Claude 4.5 Sonnet, Gemini 2.5 Pro, Perplexity Sona), mandates ≥1,000 prompts per vertical, three independent runs with SHA‑256 prompt–answer hashing, and a ≥95% reproducibility certification threshold.
Technically, AIVO quantifies how often and how persistently models reference a brand (PSOS), how visibility fluctuates (VVI), and what EBITDA exposure that implies (AIVB → RaR). Empirical Q3 2025 results (AIVO 100™) report median PSOS 41.2% with 17.6% decay post‑retraining and sector variance (consumer electronics higher volatility than automotive). Governance includes independent attestation tiers, metadata transparency and ±3% audit confidence intervals to address LLM nondeterminism. Practical impact: CMOs can track PSOS against ROAS, CFOs can model visibility as balance‑sheet risk, and regulators can use certified audits for disclosures. Limitations include API stability and model opacity; v4.0 plans aim to extend metrics to agentic commerce (Answer‑Space Occupancy).
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