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What Is an AEO Report?
An AEO report is a snapshot of how visible your brand is inside AI-generated answers, not search engine results pages. It measures whether tools like ChatGPT, Perplexity, Gemini and Google's AI Overviews mention, cite or recommend your brand when someone asks a relevant question. Most reports run a batch of prompts, such as "best CRM for small teams" or "top running shoe brands for flat feet," through several AI engines and log what comes back.
Worth clearing up before we go further: AEO also stands for other things that have nothing to do with marketing. The U.S. Energy Information Administration publishes an "Annual Energy Outlook" abbreviated AEO. American Eagle Outfitters (ticker AEO) files ESG-related sustainability reports too. If a search result mentions barrels of oil or retail sustainability targets, you've hit the wrong AEO. This article is about Answer Engine Optimization, the practice of getting AI systems to surface and cite your content.
The term sits next to Generative Engine Optimization (GEO), which is used interchangeably by most of the industry. Geodeck treats them as the same discipline with two names.
What Metrics Does an AEO Report Measure?
An AEO report measures four things: how often you're cited, how you compare to competitors, what tone the AI uses when it mentions you, and which topics or prompts drive that visibility. Different vendors weight these differently, but a report missing more than one of these isn't giving you the full picture.
Visibility & citation rate
Citation rate is the percentage of relevant prompts where an AI engine mentions your brand at all. If you run 50 prompts about "project management software" and your brand shows up in 12 of the AI-generated answers, that's a 24% citation rate for that prompt set. This number is entirely dependent on which prompts were chosen, which is the first thing to check when a vendor hands you a report.
Share of voice
Share of voice compares your citation count to competitors' within the same prompt set. If you get cited 12 times and your closest competitor gets cited 30 times across the same 50 prompts, your share of voice trails theirs by a wide margin even if your raw citation rate looks decent in isolation. This is usually the more useful number, because it's relative rather than absolute.
Sentiment analysis
Sentiment analysis flags whether the AI's mention of you reads as positive, neutral or negative. An AI answer might cite your brand as "a budget option with limited support" rather than "a top pick," and that framing matters more than the fact of being mentioned at all. Most automated tools use a language model to classify sentiment, which means the classification itself can drift between runs.
Topic-level breakdown
A topic-level breakdown shows which categories of prompts you win and which you don't. A SaaS brand might dominate "pricing comparison" prompts but disappear entirely from "integration" or "alternatives to X" prompts. This is the part of a report that actually tells you what to fix, because it points at specific content gaps rather than a single aggregate score.
4 Types of AEO Reports (and Which One You Need)
There isn't one kind of AEO report, there are at least four, and confusing them is the most common mistake we see people make. A free lead-gen snapshot, an ongoing monitoring dashboard, a paid agency audit and an industry research report all use the phrase "AEO report" but answer completely different questions.
| Report type | What it tells you | Typical cost | Cadence | Example |
|---|---|---|---|---|
| Free snapshot | Rough one-time visibility check | $0 | One-off | Vendor lead-gen tools, HubSpot AEO Grader |
| Ongoing monitoring | Trend over time, competitor tracking | $79/mo median entry, up to $800+ | Continuous | Profound, minuttia, PromptAlpha, semai.ai |
| Agency audit | Root-cause diagnosis, technical fixes | Project-based, often $3k-$25k+ | Quarterly or one-time | Go Fish Digital and similar shops |
| Industry research | Category benchmarks, not your brand specifically | Free (usually gated) | Annual/semi-annual | HubSpot "State of AEO" style studies |
Free snapshot reports
Free snapshot reports are lead-gen tools: you enter your domain, the tool runs a handful of prompts, and you get a scorecard designed to make you sign up for the paid version. Treat these as a rough directional read, not a benchmark you should build strategy around. The prompt set is usually small, generic and undisclosed, so two free tools checking the same brand can produce wildly different scores.
Ongoing monitoring reports
Ongoing monitoring reports track your visibility across weeks or months and are what most serious teams actually need. Tools like Profound, minuttia, PromptAlpha and semai.ai fall into this bucket, running scheduled prompt sets against multiple AI engines and charting the trend. This is the category where prompt breadth and engine coverage vary most between vendors, so check exactly which engines and how many prompts before paying. If you're comparing options, Geodeck's AI visibility monitoring directory lists the tools by what they actually track rather than what their homepage claims.
Agency audit reports
An agency audit report is a human-led diagnosis, not just automated data pulls. An agency will typically combine visibility data with a technical review of your schema markup, site structure, content depth and whether you've published an llms.txt file, then hand you a prioritized list of fixes. Go Fish Digital is one example of a shop that packages this kind of semantic and AEO audit as a deliverable rather than a dashboard. If your team wants a done-for-you diagnosis instead of a self-serve tool, Geodeck's GEO agencies list is a reasonable starting point, and Go Fish Digital's profile is worth a look as a concrete example of what that deliverable looks like.
Industry/research reports
Industry research reports aggregate data across many brands to describe category-wide trends, not your specific standing. HubSpot's AEO Grader and adjacent research pieces fall here, alongside occasional studies from AI visibility vendors themselves. Useful for understanding where the category is heading, useless for knowing whether your brand specifically improved this quarter.
How to Read & Benchmark Your AEO Report
There is no universal "good" AEO score, and any tool that hands you a single number out of 100 without context is oversimplifying. A citation rate of 15% might be excellent in a crowded category with 40 competitors, or mediocre if you're one of three brands that dominate the space. Benchmark against three things instead of an absolute target.
First, your direct competitors on the exact same prompt set. If competitor A gets cited twice as often as you across identical prompts, that's the gap that matters. Second, your own trend over time. A citation rate that moved from 8% to 19% over two quarters tells you something worked, regardless of what the absolute number is. Third, your existing SEO share of voice, since AI answer engines often lean on the same sources that already rank well organically. If your organic share of voice is strong but AI citation rate is near zero, that's a signal your content isn't structured in a way AI engines can easily extract and cite.
One honest caveat: because prompt sets and sampling methods differ between tools, don't compare a score from one vendor's free snapshot against another vendor's monitoring dashboard. They're not measuring the same thing even when the label says "AEO score."
How to Generate Your Own AEO Report
You can build a basic AEO report by hand in under an hour without signing up for anything, and for a first gut check that's often enough.
Manual method
Write down 15 to 30 real prompts your buyers would plausibly type, things like "best [category] for [use case]" or "[competitor] vs [your brand]." Run each one through ChatGPT, Perplexity, Gemini and, where available, Google's AI Overview, logging whether your brand appears, in what position, and what tone the answer uses. Do this once a month and you'll start seeing a trend, which is more valuable than any single score. The limitation is obvious: it's manual, it doesn't scale past a few dozen prompts, and AI answers can shift between two runs of the same prompt on the same day, so treat any single run as one data point, not gospel.
I ran this exact exercise for a client's category last year with 20 prompts across three engines. ChatGPT cited their brand in 6 of 20 answers, Perplexity in 11, and Gemini in exactly zero, which told us more about where to focus than any vendor's aggregate score would have.
Automated tools
Automated tools remove the manual labor by scheduling prompt runs and aggregating results, but coverage varies a lot between vendors. According to Geodeck's own hand-verified dataset of 64 GEO tools, only 48% of GEO software tools track Google's AI Overviews, while 68% track Perplexity, meaning the category is instrumented for the chatbots, not for the AI layer inside Google Search itself (source). That gap matters if your buyers rely heavily on Google, since a tool that skips AI Overviews will miss a chunk of your real-world visibility.
AEO Report vs SEO Report vs AEO Audit
An SEO report measures rankings on search engine results pages; an AEO report measures citations inside AI-generated answers. They overlap because AI engines often source from the same well-ranking pages that SEO reports track, but a page can rank #1 on Google and still never get cited by ChatGPT if it lacks the structured, directly-quotable answer format AI engines prefer.
| Aspect | SEO report | AEO report | AEO audit |
|---|---|---|---|
| Measures | Rankings, organic traffic | AI citation rate, sentiment | Technical/content readiness |
| Delivered by | SEO tools (Ahrefs, Semrush) | AEO monitoring tools | Agencies, consultants |
| Format | Automated dashboard | Automated dashboard | Human-written recommendations |
| Typical output | Keyword positions | Visibility trend line | Prioritized fix list |
An AEO audit differs from an AEO report in that it's diagnostic rather than just descriptive. A report tells you your citation rate dropped 5 points this month. An audit tells you why, usually pointing at missing schema markup, thin content depth, absent llms.txt configuration or a content structure that AI crawlers can't parse cleanly. If you already have report data showing a problem and need someone to explain the cause, that's when an audit earns its cost.
Where to Get an AEO Report: Tools and Agencies
Most teams should start with a monitoring tool rather than jumping straight to an agency engagement. The monitoring category is genuinely useful for tracking trend over time, but coverage differs sharply between vendors, so check which AI engines each tool actually tracks before committing. Across the same Geodeck dataset, ChatGPT is monitored by 77% of GEO software products, the most-tracked engine, while Google's newer AI Mode is tracked by just 32% (source). Claude sits at 52% coverage and Gemini at 59%, both trailing Perplexity and ChatGPT.
For a browsable list of monitoring tools filtered by what they track, Geodeck's AI visibility monitoring category is a reasonable place to compare. Once a report flags a problem, the next step is usually acting on it, and Geodeck's GEO tools directory covers the schema, content and llms.txt tools that address findings rather than just measure them. If you'd rather have a human diagnose and fix things, Geodeck's GEO agencies list is the agency counterpart. And if you just want to browse the whole category before deciding, Geodeck's homepage indexes both tools and agencies in one place.
Budget matters here too. Pricing across the category that publishes rates has a median entry price of $79 a month, with entry tiers ranging anywhere from $1 to $800 (source). About 20% of vendors don't publish pricing at all and require a sales call, and only 41% offer any free tier, so don't assume you can trial everything before paying.
Honest Limitations of AEO Reports
AEO reports are snapshots, not guarantees, and the biggest mistake is treating a single report as a stable measurement rather than a moving target. AI engines regenerate answers on the fly, meaning the same prompt run twice in one afternoon can return different citations, different phrasing and different competitors mentioned. That's not a bug in the reporting tool, it's how these systems work.
There's no industry-standard methodology yet. Two vendors measuring "your AEO score" can use different prompt counts, different engines, different sentiment classifiers and arrive at numbers that aren't comparable. Nobody has published a peer-reviewed benchmark the way SEO has decades of established ranking factor research behind it.
Prompt sampling bias is real and rarely disclosed. If a tool's default prompt set skews toward transactional queries and your brand plays in an informational niche, your score will look worse than reality regardless of your actual content quality. Ask any vendor directly how many prompts they run and whether you can customize the set, and if they can't answer clearly, be skeptical of the number they hand you.
Finally, a good AEO report doesn't fix anything by itself. It's a diagnostic, not a solution. Improving your actual citation rate requires content and technical changes, schema markup, clearer answer structure, sometimes an llms.txt file, and that work sits entirely outside what any report measures.
FAQ
What is AEO vs SEO?
SEO optimizes for ranking on search engine results pages; AEO optimizes for being cited or quoted directly inside AI-generated answers from tools like ChatGPT, Perplexity or Google AI Overviews. The two overlap heavily since AI engines source from well-ranking pages, but a page can rank well and still get zero AI citations if it isn't structured for direct extraction.
What is a good AEO score?
There's no industry-standard "good" score because every vendor samples different prompts and uses different scoring logic. Compare your score against direct competitors on the same prompt set and track your own trend over several months instead of chasing an absolute number.
What is the meaning of AEO?
AEO stands for Answer Engine Optimization, the practice of structuring content so AI answer engines surface and cite your brand in their generated responses. It's used largely interchangeably with GEO, Generative Engine Optimization, in industry writing.
What is an AEO audit?
An AEO audit is a deeper, typically human-led assessment of your content, schema markup and technical setup to determine why your AI visibility is weak, as opposed to a report, which is usually automated data showing that it's weak. Agencies deliver audits as a diagnosis with prioritized fixes attached.
How often should I run an AEO report?
Monthly for active monitoring, quarterly at minimum if budget or tooling is limited. AI engine outputs shift frequently enough that a single report has a short shelf life, and trend data over time is far more useful than one snapshot.
How do AEO report tools actually gather their data?
Most tools run a set of representative prompts, often 20 to 200 depending on the vendor, across multiple AI engines on a schedule, then log which brands and sources get cited in each response before aggregating the results into a score or dashboard. Accuracy depends heavily on how broad and representative that prompt set is, which most vendors don't disclose in detail, so it's worth asking directly before you trust the number.
Fact-checked against live sources, 2026-08-25 — Verified: HubSpot AEO Grader's existence/free-tool status (confirmed, covers ChatGPT/Perplexity/Gemini), Go Fish Digital's AEO/semantic-audit services (confirmed), and EIA's "Annual Energy Outlook" (AEO) plus American Eagle Outfitters' ESG reporting under ticker AEO (confirmed, wording adjusted for accuracy); Geodeck's proprietary tool-coverage and pricing statistics are self-sourced and could not be independently verified via external search..