Research
ChatGPT Stopped Citing Reddit and Mainstream News
OpenLens' dataset pinpoints ChatGPT's flight to authority and what GEOs should do next.
AI Visibility Benchmarks for Dental Clinics in 2026: What the Public Evidence Actually Shows
Honest synthesis of the published 2025-2026 AI visibility evidence relevant to dental — Conductor, Yext, BrightLocal, Whitespark, SALT.agency — plus the gap that no published study has yet closed at the per-clinic local level.
AI Visibility Benchmarks for Home-Services Businesses in 2026: What the Public Evidence Actually Shows
Honest synthesis of the published 2025-2026 AI visibility evidence relevant to home services — Whitespark, BrightLocal, BrightEdge, Conductor, Tinuiti/Profound, SOCi — plus the gap that no published study has yet closed at the per-contractor level.
AI Visibility Benchmarks for Law Firms in 2026: What the Public Evidence Actually Shows
Honest synthesis of the published 2025-2026 AI visibility evidence relevant to legal — 5WPR/Haute Lawyer, Martindale-Avvo, Whitespark, Conductor, Previsible, BrightLocal — plus the gap that no published study has yet closed at the per-firm local level.
AI Visibility Benchmarks for Real Estate Agents and Brokerages in 2026: What the Public Evidence Actually Shows
Honest synthesis of the published 2025-2026 AI visibility evidence relevant to real estate — Conductor, FlyDragon, 5WPR/Haute Residence, Whitespark, BrightLocal, SOCi — plus the gap that no published study has yet closed at the per-agent level.
AI Visibility Benchmarks for Hospitals and Specialist Practices in 2026: What the Public Evidence Actually Shows
Honest synthesis of the published 2025-2026 AI visibility evidence relevant to hospitals and specialist medical practices — Conductor, Yext, BrightEdge, SALT.agency, Doctor Rank, Previsible, BrightLocal — plus the gap that no published study has yet closed at the per-practice level.
AI Visibility Benchmarks for Contractors and Remodelers in 2026: What the Public Evidence Actually Shows
Honest synthesis of the public 2025-2026 evidence on contractor AI visibility — Whitespark Houston plumber data, Conductor Industrials/Materials, BrightLocal — and where the per-contractor research gap actually sits.
AI Visibility Benchmarks for Financial Advisors and CPAs in 2026: What the Public Evidence Actually Shows
Honest synthesis of the published 2025-2026 AI visibility evidence relevant to financial advisors — Wealth Management AI Study, Yext, Conductor, Adobe, Semrush, Goodie AI — plus the gap that no published study has yet closed at the per-advisor level.
AI Visibility for Fitness Studios and Gyms in 2026: Evidence Roundup and What Agencies Should Watch
Honest synthesis of the public 2025-2026 evidence on fitness AI visibility — BrightLocal, SOCi, Whitespark, Conductor — and where the per-studio research gap actually sits.
AI Visibility Benchmarks for Hotels and Tour Operators in 2026: What the Public Evidence Actually Shows
Honest synthesis of the public 2025-2026 evidence on hospitality AI visibility — Nokumo, Goodie AI, Adobe, Phocuswright, Conductor — and where the per-property research gap actually sits.
AI Visibility Benchmarks for Restaurants in 2026: What the Public Evidence Actually Shows
Honest synthesis of the public 2025-2026 evidence on restaurant AI visibility — Yext, Nokumo, BrightEdge, BrightLocal, Phocuswright — and what's still missing for independent operators.
AI Visibility Trends Q1 2026: Five Industry-Wide Shifts From the Public Record
The five real Q1 2026 AI-visibility shifts from the public record: Profound's $96M Series C, Bluefish's $43M Series B, Profound's pricing-page change, AIO coverage shifts, and Conductor's 2026 benchmarks.
AI Visibility Benchmarks for Veterinary Clinics in 2026: What the Public Evidence Actually Shows
Honest synthesis of the published 2025-2026 AI visibility evidence relevant to veterinary — Yext, Conductor (healthcare adjacent), BrightLocal, SOCi, plus the gap that no published study has yet closed at the per-clinic level. Vet has the thinnest published evidence base of any local-services vertical.
How AI Recommends Local Businesses: A Source-Audit Review of the Public 2025-2026 Research
We compiled the published 2025-2026 source-citation evidence across 11 verticals — Yext, Whitespark, Conductor, Goodie AI, Nokumo, BrightLocal, 5WPR, Wealth Management Mar 2026 — and synthesized what AI actually pulls from.
The State of AEO for Local Businesses in 2026: What the Published 2025-2026 Evidence Tells Us — and What's Still Missing
Cross-vertical AEO state of play in 2026: Conductor's 10 GICS industry buckets, Adobe verticals, SALT KECVR, Previsible adoption growth — and the gap that means agencies have to generate their own per-portfolio data.