Skyword

CMOs Struggle to Link AI Visibility to Sales

Chief marketing officers are finding it difficult to prove that strong visibility in generative AI and LLM-driven search results translates into sales. Marketers use a patchwork of monitoring tools (e.g., Profound, Scrunch, AirOps), paid placements, bespoke MMMs and statistical models to estimate impact, but no single tool draws a clear causal line to commercial outcomes. The IAB published measurement guidelines and Google added a Search Console feature with generative AI performance data, while agencies and vendors (including Assembly and startup Emberos) are building new measurement solutions. Brands continue to pursue creator marketing, reputation management and paid ads, but attribution gaps remain when users convert off-site or via marketplaces.

AI poisoning threatens brand reputations in LLM search

Marketers are increasingly focused on how large language models (LLMs) and AI-generated search responses portray brands. The article explains “AI poisoning” — coordinated or bad-faith content (fake reviews, forum posts, sponsored pieces) intended to be ingested by LLMs so those systems later surface negative or misleading responses about a rival. It cites research showing low consumer fact‑checking of AI answers and a Skyword survey finding consumers distrust brands when AI responses conflict with brand claims. Practitioners recommend defensive steps such as improving brand content consistency, publishing product/service guides (which ZeroClick Labs estimates account for up to 28% of AI search citations), and using AI‑search-visibility tools (e.g., Profound, Peec). Some experts remain skeptical about how feasible widespread poisoning is given models’ aggregation of many sources and brands’ existing digital reputations.

Skyword Launches Category Authority Index for AI Search

Skyword announced the Category Authority Index™ (CAI) on May 15, 2026 as a new metric inside its Accelerator360™ content platform to help enterprise marketers measure how their brand is recognized, cited and positioned within category-specific AI search results. CAI yields a single board-ready score and combines four signals — Presence & Share of Model, Citation Yield, Entity Strength, and Narrative Sentiment & Favorability — to quantify whether AI systems simply mention a brand or treat it as a credible source. Skyword frames CAI alongside its proprietary Category Authority Standard™ benchmark and a six-step Category Authority Ladder™ framework. The announcement includes commentary from Skyword CEO Andrew Wheeler and a testimonial from Caitlin Brensinger of IDEXX about CAI’s ability to show how content influences AI-generated answers.