AI SEO + GEO · original data

Which GEO / AI-visibility tool do AI engines actually recommend?

Original measurement by Vincent Wesley Couey · 8 live AI engines · snapshot June 19 to July 8, 2026 · from The AI Recommendation Audit (DOI 10.5281/zenodo.20767878, CC-BY).

The short answer: there is no answer. We asked 8 AI engines to name the best GEO / AI-visibility tool and logged every pick. They named 5 different tools and agreed 0% of the time. Worse, most of them handed back an incumbent SEO suite (Ahrefs, SEMrush) or a social-listening tool, not a purpose-built GEO tracker. Only the two web-grounded frontier engines named a real GEO tool: ChatGPT named Profound, Perplexity named Siftly. The purpose-built category leader was the top pick of exactly one engine in eight.
8 ENGINES ASKED 5 DIFFERENT ANSWERS Llama 3.3 Cohere GPT-OSS 120B Llama 4 Scout Qwen 3.6 Gemini 2.5 Perplexity ChatGPT (GPT-5) Ahrefsincumbent SEO suite · 4 votes SurferSEO optimizer · 1 vote No tool named"None" · 1 vote SiftlyGEO tool · grounded only ProfoundGEO leader · 1 vote
Every one of 8 engines was asked the same question. Violet = memory-only engines, cyan = web-grounded. The lines fan out to 5 endpoints: that fan is the disagreement.
8
AI engines asked the same GEO question
0%
agreed on a single best tool
5
different top picks named
1/8
named the purpose-built GEO leader

What each engine actually named

The question was the same for all eight: what is the best GEO or AI-visibility tool. Here is every engine's single top pick, tagged by whether it answers from training memory or reads live web results. Read the "pick" column top to bottom and the disagreement is obvious.

AI engineHow it answersIts top GEO pick
Llama 3.3 70BmemoryAhrefs (SEO suite)
Cohere Command-AmemoryAhrefs (SEO suite)
Llama 4 ScoutmemoryAhrefs (SEO suite)
GPT-OSS 120BmemorySurfer (SEO tool)
Qwen 3.6memoryNo tool named
Gemini 2.5 Flash-LitegroundedAhrefs (SEO suite)
PerplexitygroundedSiftly (GEO tool)
ChatGPT (GPT-5)groundedProfound (GEO leader)
Ask eight AIs for the best GEO tool and you get five different answers, four of them the wrong category.AI Recommendation Audit 2026 · GEO

Why the AIs hand you an SEO tool for a GEO job

The split is not random. It falls almost perfectly along one line: whether the engine answers from frozen training data or reads the live web. GEO, generative engine optimization, is a young category, and the tools that own it (Profound, Otterly, Peec, and the rest) got prominent only in the last year. An engine answering from memory has barely seen them.

Memory engines · 5 of 8

Answer from training data that predates the GEO category

Llama 3.3CohereGPT-OSSLlama 4Qwen

SEO suites or nothing

All five defaulted to Ahrefs or Surfer, general SEO tools, or answered "None". Not one named a purpose-built GEO tracker. They cannot recommend what was not prominent in their training corpus.

Web-grounded engines · 3 of 8

Read live search results at answer time

ChatGPTPerplexityGemini

Two of three found real GEO tools

ChatGPT named Profound and Perplexity named Siftly, both purpose-built for AI visibility. Even here it is not clean: Gemini still defaulted to Ahrefs. Grounding helps, it does not guarantee.

The takeaway for buyers: if you asked one AI which GEO tool to buy, there is a better-than-even chance it pointed you at an SEO suite you may already own, not a tool that measures your AI-answer visibility at all.

What "wins" the category when you blend all 8 engines

Blend every engine's picks into one category score and the leaderboard is dominated by tools that are not GEO tools at all: SEO incumbents and social-listening platforms. The purpose-built GEO trackers barely register.

Best GEO / AI-visibility tool, blended score across 8 engines

Ahrefs
6.28
BrightEdge
3.00
SEMrush
2.87
Brand24
2.00
No tool named
1.83
Brandwatch
1.70
Surfer
1.67
MarketMuse
1.50
SEO toolsocial listeningno tool named
!

The real finding is a category gap, not a winner. Ask the AIs for a GEO tool and they return SEO suites (Ahrefs, SEMrush, BrightEdge), social-listening tools (Brand24, Brandwatch), or "None". The tools actually built to measure and win AI-answer visibility, Profound, Otterly, Peec, did not make the blended top eight. The category is real; the AIs have not caught up to it yet.

Cross-check the prices before you buy: most of the tools the engines named have wildly different pricing models. Our AI GTM Tool Pricing Tracker lists verified 2026 entry prices for the real GEO tools (Profound $99, Otterly $29, Rankscale $22) alongside the SEO suites, and the AI GTM Stack Builder costs a full stack for your team size.

What to actually do about it

Two things follow from this data, one for buyers and one for anyone whose tool should be getting named.

If you are buying: do not trust a single engine for a young category. The eight here gave five answers. Check the recommendation across ChatGPT, Perplexity, and Google AI, and start from a human-built shortlist, our best GEO tracking tools roundup ranks the purpose-built options the memory engines miss.

If you sell a GEO tool (or anything in a young category): this is the visibility gap in miniature. The engines that answer from memory will keep naming the incumbents until your brand is common enough in the live web that grounded engines surface you, and frequent enough in training data that memory engines learn you. That is the whole job of a GEO strategy, and it is measurable.

Is your tool the one AI names, or the one it forgets?

We run this same measurement on your brand: your real buyer queries across ChatGPT, Perplexity, and Google AI Overviews, scored against the rivals the engines name instead of you. Free, hand-run, dated.

Run the free AI Visibility Check →

Questions people ask

Which GEO or AI-visibility tool do AI engines recommend most?

There is no consensus. Across 8 engines the most-named tool was Ahrefs, an SEO suite rather than a purpose-built GEO tracker, followed by BrightEdge and SEMrush. Only the web-grounded engines named a dedicated GEO tool: ChatGPT named Profound, Perplexity named Siftly.

Why do AI engines recommend SEO tools when you ask for GEO tools?

Because GEO is a young category and most engines answer from training data that predates it. The five memory-based engines defaulted to incumbent SEO suites or answered "None". Only the web-grounded engines that read live results surfaced the newer tools.

Can you trust one AI engine to recommend a GEO tool?

No. The eight engines gave five different top picks, so which AI a buyer asks changes the answer. The purpose-built category leader, Profound, was the top pick of exactly one of eight. Check across several engines for any young category.

Method and honesty note

This is original measurement, part of The AI Recommendation Audit 2026 (DOI 10.5281/zenodo.20767878, CC-BY). Across 16 B2B and GTM software categories we put the same buying question to 8 live AI engines (Llama 3.3 via Groq, Cohere Command-A, Gemini 2.5 Flash-Lite grounded, Perplexity, ChatGPT GPT-5, Llama 4 Scout, GPT-OSS 120B, and Qwen 3.6) and recorded every tool each named, snapshot captured June 19 to July 8, 2026. This page reports the GEO / AI-visibility category. AI answers are volatile, so this is a dated snapshot, not a permanent ranking; re-run the published protocol to reproduce it. Tools like "Siftly" are reported exactly as the engine named them, without endorsement. Scores are blended across engines per the audit methodology.

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