A Service by Benchmark Strategies

Benchmark Strategies is introducing Benchmark Intelligence Generative Audit + Benchmark Drift Index™ (BDI), a new a consulting service designed to help organizations understand how they are portrayed across leading generative AI platforms.

As AI platforms increasingly become a first layer of institutional understanding, organizations are discovering that their representation across AI-generated responses is often incomplete, inconsistent, outdated, or factually inaccurate. In many cases, AI systems are shaping perceptions among executives, investors, policymakers, procurement teams, donors, media, and stakeholders before organizations have an opportunity to represent themselves directly.

Benchmark Intelligence was developed to measure and evaluate that emerging institutional visibility gap.

The Generative Audit + Benchmark Drift Index provides organizations with a boardroom-ready assessment of how leading AI systems portray their institution across visibility, leadership representation, source authority, factual accuracy, discoverability, competitive positioning, and narrative alignment.

The engagement includes:

• Narrative accuracy and factual representation analysis
• AI discoverability assessment across relevant prompts
• Source authority and information evaluation
• Misinformation exposure and narrative risk identification
• Benchmark Drift Index™ scoring and platform comparison
• Executive summary and strategic recommendations

Over the last two years, Benchmark has analyzed how major AI platforms portray organizations across sectors and identified measurable forms of narrative drift, where AI-generated representations diverge materially from an organization’s documented positioning and strategic messaging.

“AI is already shaping how organizations are perceived, ranked, and trusted,” said Patrick Bench, Founder of Benchmark Intelligence. “The real issue is not whether your institution appears in AI-generated narratives. It is whether those narratives are accurate, credible, and reflective of the reputation you have actually built.”

Benchmark Intelligence is currently available for Benchmark Strategies client partners and to trusted referrals until January 1, 2027.