Your brand's reputation is now fragmented across multiple AI assistants that frequently disagree on which brands to recommend, making a single, unified score essential to quickly gauge and manage your visibility across all major platforms. What a customer asking about your category sees on ChatGPT is often completely different from the answer they get from Google's AI or Perplexity. This isn't a minor variation, it's a fundamental challenge to brand management.
A recent BrightEdge study published in Forbes found that major AI assistants disagreed on brand recommendations a staggering 61.9% of the time. This means checking your brand in one engine gives you a dangerously incomplete picture of what your potential customers are seeing. Managing this fragmented reality is the core of a new discipline: Answer Engine Optimization.
AEO (Answer Engine Optimization, or: getting the robots to recommend you) is the practice of ensuring your brand is present, prominent, and positively portrayed across the AI platforms your customers use. The first step in any AEO strategy is to establish a baseline. This post introduces a free AEO checker that provides a unified score for your brand's visibility, giving you a clear starting point in under a minute.
Your Brand's Fragmented AI Reputation
61.9%
Brand Disagreement Rate
AI assistants give different answers, so checking one isn't enough.
93%
AI Overview Presence
For most commercial searches, the AI answer is now the default result.
71%
Sources Outside Top 10
AI answers pull from new sources, creating new opportunities to get cited.
What Is Answer Engine Optimization (and Why It Matters Now)
Answer Engine Optimization is the set of practices for improving your visibility within the answers generated by AI models like ChatGPT, Perplexity, and Google's AI Overviews. Where traditional SEO focuses on ranking in a list of blue links, AEO focuses on being the brand cited, recommended, and trusted within the AI's narrative answer.
This matters now because AI is no longer a future concern. For a huge share of your buyers, the AI answer is the default search result. A Honeyb capture on October 2, 2026, found that Google showed an AI Overview on 93% of commercial US searches, a trend you can follow on our AI Overview tracker.
This trend is accelerating; other industry reports from late September 2026 noted AI Overviews appearing on 80% to 90% of tracked branded queries. If you're not mentioned in that AI-generated box, you are invisible at the most critical point of the buyer's journey.
Furthermore, these answers are notoriously inconsistent. A Honeyb measurement from July 2026 found Gemini's top recommended brand changed between back-to-back identical runs 44% of the time, a volatility we cover in our guide to enterprise AI monitoring. The answer one customer sees today may not be the one the next customer sees tomorrow. A single spot-check is not just insufficient, it's misleading.
A true AEO score must be a composite metric, especially for B2B tech brands where the same BrightEdge study found a 61.7% disagreement rate. Relying on a single engine is like reading one chapter of a book and assuming you know the ending.
How Is a Unified AEO Score Calculated?
A comprehensive AEO score is not just about whether your brand was mentioned. It aggregates several weighted factors across all major AI platforms to produce a single, meaningful number. The most important components are:
* Presence: Was your brand mentioned at all in the answer? This is the most basic, binary check. * Prominence: How high up was your brand mentioned? A recommendation in the first sentence carries more weight than a mention at the end of a long paragraph. * Sentiment: Was the mention positive, negative, or neutral? The context of the mention is as important as the mention itself. * Citation: Was your own website cited as a source for the information?
Earning a direct citation is a powerful signal of authority. * Frequency: Across multiple runs of the same prompt, how often does your brand appear? This accounts for the inherent volatility of AI answers.
A unified AEO score combines these signals from platforms like ChatGPT, Gemini, Perplexity, and Google AI Overviews into a single, trackable number. The free Honeyb AEO checker (our tool) analyzes your brand's footprint across these key engines to generate your score, providing a holistic view of your current AI visibility.
What a Good AEO Report Shows You
A single number is a vital starting point, but the real value lies in the details behind it. A useful AEO report moves beyond the top-line score to show you precisely where your strengths and weaknesses are. It's a diagnostic tool, not just a grade.
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The table below contrasts what you learn from a quick manual check versus a comprehensive, automated report.
| Feature | Manual Spot-Check (e.g., asking ChatGPT) | Automated AEO Report |
|---|---|---|
| Engine Coverage | One engine at a time | Multiple engines (ChatGPT, Gemini, etc.) |
| Consistency | A single, unreliable snapshot | Trended data over time |
| Analysis | Just the answer text | Presence, prominence, and sentiment scores |
| Source Insight | Hidden or difficult to track | Full list of cited sources |
| Competitor View | Requires separate manual checks | Benchmarking against competitors |
An actionable report gives you a clear punch list. It tells you which engines are ignoring your brand, which competitors are winning recommendations, and which third-party sources are shaping the AI's opinion of your market. This is the data you need to build a targeted AEO strategy.
How Our Checker Compares to HubSpot's AEO Grader
Our free checker provides a single, unified AEO score for a quick top-line verdict, while HubSpot's AEO Grader offers a more detailed breakdown. As reported by Geoptie.com on October 16, 2026, HubSpot's tool scores brands across five dimensions like sentiment and share of voice on ChatGPT, Perplexity, and Gemini, signaling that managing AI visibility is now a mainstream marketing priority.
So how does the Honeyb AEO checker (our tool) differ? The primary distinction is in the output. While graders provide valuable dimensional scores, our checker is built to deliver a single, unified AEO score that acts as a simple, top-line KPI. It's designed for a founder or head of marketing who needs a 60-second answer to the question: "Are we visible, yes or no?"
Our checker focuses on a direct analysis of brand presence and prominence across a core set of engines including Google AI Overviews, which is critical given its high prevalence in commercial search. The goal is speed and clarity, providing an immediate baseline from which you can start tracking improvement, while tools like HubSpot's offer a deeper dive into the components of that visibility.
Both approaches are valid and serve different needs. A detailed grader is excellent for a marketing team ready to dissect its performance, while a unified score checker provides the initial, high-level awareness needed to get buy-in and start the conversation. The market's growth, with other tools like those from AIclicks also launching, shows there is a need for a range of solutions.
3 Steps to Improve Your AEO Score Today
Improving your AEO score involves three primary steps: establishing a baseline with a checker, identifying your largest visibility gaps across engines, and systematically building a body of citable evidence that AIs can reference. It's a marathon, not a sprint, but you can start making progress today.
First, get your baseline. You cannot improve what you do not measure. Use a free AEO checker to get your initial score. This number is your starting line and the benchmark against which you will measure all future efforts.
Second, identify your biggest visibility gaps from the report. Are you frequently mentioned by Gemini but completely absent from Perplexity? This insight allows you to focus your resources where they will have the most impact, rather than guessing.
Third, focus on building a body of evidence that AI models can cite. According to Ahrefs, AI visibility correlates most strongly with third-party mentions and video content, not just on-page SEO. This means earning mentions in industry articles, participating in forums like Reddit, and creating content that establishes your authority.
The goal is to get cited by AI, and that starts with being part of the conversation on other sites, including getting cited on Reddit. Google itself is making source links more prominent, announcing updates on October 15, 2026 to make citations more engaging and visible.
Your reputation is being written in real-time by algorithms that disagree with each other constantly. You can't afford to guess what your customers are being told about you. Get your free, unified AEO score in the next 60 seconds and see the full picture.
Get your free AEO score now at the Honeyb AI Visibility Checker.
Sources cited in this report
