OnyxRank Annual Report

The State of AI Search 2026

30 pages of original benchmark data from OnyxRank

The State of AI Search 2026

**30 pages of original benchmark data from OnyxRank, covering ChatGPT, Perplexity, Claude, Google AI Mode, and Bing.**

We ran 11,400 live AI engine scans across 30 SaaS categories in the first half of 2026. This report is what we found. No vendor pitches, no hype, no recycled 2024 takes. Plain numbers, plain language, and a playbook your team can actually use this quarter.

If you have spent the last 12 months guessing whether ChatGPT is sending you traffic, whether Reddit really matters on Perplexity, or whether Google's May 6 unified launch broke your AI Overview strategy, this report answers those questions with the underlying data.

What's inside

A 30 page PDF benchmark report covering:

* The seven findings that matter most across the five engines, distilled into a one page executive summary

* Section 1, citation share by engine. The exact average citation share across the top 50 SaaS brands on each engine, with year over year change.

* Section 2, the Bing ChatGPT correlation. Why Bing position is now the single biggest predictor of ChatGPT citation rate, with the position by citation rate table.

* Section 3, Reddit's dominance on Perplexity. Why 24% of Perplexity citations come from Reddit, which subreddits matter, and the astroturfing risk no one is talking about.

* Section 4, Claude's training data advantage. Why Claude moves on a 6 to 12 month cycle, why CCBot blocks made in 2023 are still hurting brands today, and the Wikipedia leverage story.

* Section 5, Google AI Mode versus AI Overviews. What changed in the May 6, 2026 unified launch. Community Perspectives, YouTube transcripts, and the 17% trade pub share.

* Section 6, the 30 brand SaaS GEO leaderboard. The top 10. The structural patterns separating winners from losers. The 10.4x gap between #1 and #30.

* Section 7, what changed in 2025 that does not work in 2026. The tactics that died.

* Section 8, what's working in 2026. The 10 highest leverage moves, ranked by measured citation lift per unit of effort.

* Section 9, predictions for 2027. Six specific calls, with reputation staked.

* Section 10, the full methodology. Prompt sets, engine versions, scoring formula, and our reproducibility commitment.

Plus a three step playbook for applying the findings to your own brand.

Who this is for

This report is built for the people actually making decisions about AI search visibility inside their company. Heads of marketing at SaaS companies trying to figure out where to spend the next quarter. SEO leads who already know classic search and want to understand what generative engines reward differently. Founders deciding whether to hire an internal GEO function or work with an agency. Investors and strategy teams sizing the long term shift in commercial discovery.

If you are still asking whether AI search matters, this report is not the right starting point. If you have already accepted that it matters and you are now asking how to compete, this report is exactly what we built it for.

What you will learn

You will leave this report with a clear answer to five questions most teams are still guessing on.

First, which of the five engines is actually moving traffic and revenue in your category right now, not in the aggregate.

Second, why the brands in your category that are winning are winning, with the specific patterns that show up across all of them.

Third, which 2025 tactics your agency is still selling that have been silently downweighted by the engines and are no longer producing lift.

Fourth, the exact handful of moves that are producing measurable citation share lift in 2026, ranked by leverage per unit of effort.

Fifth, what we expect to happen in 2027 and how to position now so you are not playing catch up next year.

Why we built this

OnyxRank's positioning has been transparency first since we launched. Other vendors in this category sell either a black box scorecard with no methodology, or a course that recycles last year's tactics. Neither is useful to a team making real decisions with real budget.

We publish our benchmark methodology in full. We publish our prompt sets. We score our own predictions in public the following year. We change our methodology when practitioners challenge it.

This annual report is the most honest thing we publish all year. It collects everything we have learned across our client base, our scan infrastructure, and our quarterly benchmarks into a single document. We give it away because the brands that apply it well become the case studies that prove the rest of our platform's value.

Get the report

The full 30 page PDF is delivered to your inbox within two minutes of submitting your email. We do not share your email with anyone, we do not enroll you in a drip sequence, and you can unsubscribe with one click.

Drop your work email in the form on this page. The PDF lands in your inbox. That is the entire transaction.

If your team would benefit from a custom version of this analysis scoped to your specific category and competitors, we offer a 90 minute strategy sprint that turns the report's framework into a concrete 90 day plan for your brand. Details at onyxrank.com/strategy-sprint, but read the report first.

Frequently asked questions

**Is the report really 30 pages or is it a glorified blog post?**

It is a 30 page PDF with 10 numbered sections, 8 data tables, a full methodology appendix, and a how to use this report walkthrough. It is the longest single document OnyxRank publishes each year. We deliberately keep it dense and skimmable, with the executive summary on page one and the deep data behind it. Most readers tell us they read the executive summary first, then jump to the two sections most relevant to their category.

**How recent is the data and how often do you update it?**

The headline scans were run between January and May 2026. The Google AI Mode pre and post launch data is centered on the May 6, 2026 unified launch. The full methodology document, prompt set, and per quarter data are published at onyxrank.com/benchmark and refreshed every quarter. This report is the annual roll up. The next quarterly benchmark drops at the end of Q3 2026.

**Do I have to be an OnyxRank customer to get the report?**

No. The report is free, gated only by an email address. Roughly 40% of the people who download it are not customers and never become customers, and we are fine with that. The report is part of how we earn trust in this category and we treat it as a long term investment, not a lead capture funnel. We do not call you, we do not enroll you in a sequence, and we do not share your email. Submit your work email, get the PDF, decide what you want to do next on your own time.