What does AI say about you?

A real check, in one report: AI's exact words, its shortlist of picks, and every source it cited.

One model, sampled questions, no sign-up — enter a brand or a website to start.

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Report · Question 1 Anonymized sample

Q: I want to make a proper latte at home. Budget around $500 — which machine should I get?

“In this price range, the safe picks are Brand A, Brand B and Brand C. If you want less fuss, A-1's automatic milk frother is a good bet; if extraction consistency matters more, B-2 is steadier.”

1 When a buyer asks, does AI mention you? Your brand made the shortlist Mentioned
2 Does AI actually recommend you? The recommendation slot went to a competitor model Not recommended

Anonymized: brand and model names are placeholders; the answer structure comes from a real check.

The full report has eight chapters: competitor comparison, source attribution, and a fix-it checklist

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Your customers already asked AI first

01

Your competitor got recommended. You didn't.

A user asks "what's the best CRM?" AI names three. You're not one of them.

02

You still rank — but the clicks are gone

Still #3 in the search results, but clicks from that spot are down 40% year over year.

03

You don't know how AI describes you

It's using the wording from a story three years old — not the line you want to say today.

One answer, two verdicts

AI mentioning your brand doesn't mean it recommends your product.

User question

I want to make a proper latte at home. Budget around $500 — which machine should I get?

AI answer Model A · Anonymized example · Single sample

In this price range, ①Brand A, ①Brand B and ①Brand C are the safer picks. For less fuss, go with ②A-1's automatic milk frother; if extraction consistency matters more, ②B-2 is steadier. All three have models at this price — if you can try them in store, do.

Anonymized example: brand and model names are placeholders; the answer structure comes from a real check.

① Brand level Hit

AI named 3 brands — yours, Brand A, is on the shortlist.

Most GEO tools stop here.

② Product level Lost

The two models AI actually recommended are A-1 and B-2 — your flagship A-3 never showed up once.

Users buy off this answer — and it won't be the model you wanted to sell.

Three checks, pick what you need

The three checks run independently — take one, or all three.

Report scope: 60 questions × 3 models; the free set runs 10 questions × 1 model; the full check delivers in about 30 minutes, eight chapters in total. Every answer keeps its sources and crawl time so the same batch can be re-run later.

The data

Four steps from question to report — with raw data archived at every step.

100+ Questions real users might ask
3+ Mainstream AI models, each verified
8 Chapters of analysis and recommendations in the full report
STEP 01 Craft the prompts

Covering awareness, selection, scenarios, highlights, word of mouth and more

STEP 02 Test across models

At least 3 mainstream models, tested in the same time window

STEP 03 Scan the sources

Mining every traceable source out of the models' answers

STEP 04 Analyze & assemble

Our in-house NLP pipeline distills and cross-checks it all into one report worth acting on

Verifiable, traceable

Clear standards

Every score shows which metrics made it up and why it landed where it did.

Traceable verdicts

Raw answers, source links and crawl times are archived for every question.

Cross-industry coverage

Delivered projects span commercial equipment, home appliances, 3C electronics, automotive and more.

From problems found to a path forward

AI's exact answers, where you're falling short, and what to do about it — all in the report

01OverviewThree core metrics and a gap summary
02Answer excerptsRepresentative answers, with the differences flagged
03AI source mapPick the most actionable ones among thousands of external sources
04Issue listProblems ranked from urgent to minor, with fixes in order
05Model divergence mapWhere models disagree, we pick the right strategy to optimize
06RecommendationsSub-tasks, copy and platforms for each selling point
07More dataCoverage, divergence and stability metrics
08Next stepsA suggested execution path and a re-check schedule

About GEOER

Every conclusion comes from live testing, not guesswork.

Method Three web-enabled AI models, tested question by question: DeepSeek, Doubao and Qwen — the three most widely used today, with more coming
Data handling Semantic clustering runs locally; client raw data is never shared or stored
Deliverables A shareable brand brief plus a full report page with an access code

Recent articles

Field Test publishes weekly; industry reports come out from time to time. Updated:

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Questions you might have

How is GEO different from SEO?
SEO optimizes your rank in search results; GEO optimizes the one answer AI gives — which pages it read, who it cited, how it describes you. The two don't conflict: users still search, and they also ask AI directly.
I can just ask AI myself — why get a check?
Asking once gives you a single sample: one question, one model, one moment. A check runs a fixed batch of questions across three models and returns aggregate readings — who got mentioned, who got recommended, which sources got cited, all listed out. Asking is for a gut feel; a check is for making decisions. Every answer in the report keeps its sources and crawl times, so you can re-run the same batch to compare.
Our own AI results don't match yours — whose do we trust?
Mismatches are normal: AI answers vary from run to run, and sample size, wording and timing all make a difference. There is no universal standard for "correct" — every model applies its own — so we treat measured results as the benchmark. The report lays the three models' answers side by side and marks which layer they diverge on; the divergence itself is usable information.
What's the difference between the free and full versions?
The free version runs one model and dozens of sampled questions, returns an aggregate reading in about 3 minutes, and helps you decide whether this is worth pursuing. The full version runs 60 questions × 3 models and delivers an eight-chapter report plus itemized detail: competitor comparison, source attribution and a fix-it checklist, in about 30 minutes. The panel on our homepage is an anonymized sample from a full report.
Can I get an invoice for the fee?
Yes. We accept corporate bank transfers and issue VAT ordinary or special invoices for the actual amount. Leave your invoicing details and receiving email when ordering; the e-invoice arrives within 3 business days of report delivery. Paper invoices are sent by courier.
What do I need before starting a check?
Just your brand name and category. Adding 2–4 competitors and a few feature keywords makes the competitor comparison more complete. No sign-up, and nothing needs to be installed on your website.
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