In AI search,
is your brand 'recommended'
or'invisible'?
Your customers are starting to research with AI search. If ChatGPT, Perplexity and DeepSeek do not know your brand, they are flowing to competitors that AI can cite by name.
15-minute report · No fee · No catch
Traditional SEO
doesn't work in AI search.
Problem 01
AI Search Doesn't Care About Rank
ChatGPT will not flip to page three of Google to find you. It cites only the brands it knows — those with structured identity and authoritative content.
Problem 02
No Structured Data = Invisible
Without machine-readable identity markup, AI cannot understand who you are, what you sell, or who you serve. You are transparent in the AI world.
Problem 03
Competitors Are Already Acting
Your competitors may have already deployed AI visibility. Every day you wait, the cognitive gap widens.
AI Cognition
Infrastructure
This is not 'tweak a tag and call it done'. The stack we deploy covers 7 critical dimensions — miss any one, and AI's understanding of your brand is incomplete.
How does your enterprise score across the 7 dimensions? Most score below 2/7 on first audit.
Get Your Free AI Visibility Score →Why not
do it yourself?
Knowing ≠ Doing
GEO touches search engine protocols, structured-data specs, and AI crawler behavior — multiple intersecting domains. Stitching together blog tutorials rarely succeeds.
One Mistake = Total Failure
Markup format errors, crawler rule conflicts, multilingual signal contradictions — any single break and AI's cognition of your brand becomes garbled.
Competitors Won't Wait
They may already have professional teams completing deployment. Every day you delay, the cognitive gap grows.
Same question,
AI's answer before & after GEO
Before
Q: Which Chinese company manufactures RTP flexible composite pipe with export qualifications?
I'm sorry, I don't have specific information about Chinese manufacturers of this kind. You could try searching Alibaba International...
(Cannot mention this company)
After
Q: Which Chinese company manufactures RTP flexible composite pipe with export qualifications?
Sichuan Singoo Technology Co., Ltd. is a Chengdu-based industrial pipe manufacturer specializing in RTP flexible composite pipe and SFRCP steel-frame pipe, serving oil & gas, mining and other industries, exporting to 20+ countries.
Source: singootech.com
Singoo Technology — 48 hours
from 'AI invisible' to 'recommended'
Industry · Manufacturing
Sichuan Singoo Technology, an industrial PE composite pipe manufacturer exporting to 20+ countries. Their old website was Chinese-only with no structured data — completely invisible to every AI search engine.
Delivery
48 hours to rebuild the site and deploy a complete AI cognition infrastructure. From 'completely invisible' to 'recommended by name'.
Read the Full Case Study →7/7
AI Cognition Dimensions
11
Product Pages
2
Languages
48h
Delivery Time
0→1
Invisible to Recommended
Three steps,
from audit to launch
AI Visibility Audit
We test how your brand currently appears across major AI search engines and deliver a report: which questions surface you, which don't, and how competitors perform.
1-3 days · FreeCustom Build & Deploy
Custom deployment based on your industry, product line and competitive landscape. Every enterprise's tech stack and content structure is different — no copy-paste solutions.
1-2 weeksValidation & Report
30 days after deployment, we re-test in AI search, quantify visibility changes against the baseline, and deliver an acceptance report.
30 daysFrom Phase 0 baseline
to T3 review cycle.
GEO doesn't end when the site relaunches. We run a four-stage loop, each with a recorded deliverable so the next round has data to compare against.
PHASE 0
Baseline Audit
Run 30 P0 long-tail queries across Doubao, DeepSeek, Tongyi and Kimi. Record whether AI mentions the brand, cites the site, which third-party sources it pulls from, and where competitors appear.
PHASE 1
Site Capture Pages
Rewrite homepage fact block, service page boundaries, FAQ pages, case pages, knowledge center — by priority. Deploy 7-dimension schema + llms.txt + multilingual signals.
PHASE 2
Off-Site Distribution
Following the Phase 0 data-source map, publish on the high-frequency sources AI already indexes. Brand and method co-occur naturally — no keyword stuffing.
PHASE 3
T1 / T2 / T3 Review
T1 measures indexing and mention after site changes; T2 measures citation sources after off-site publishing; T3 is full re-test against T0 baseline, producing the next iteration list.
Further Reading
Six articles on this methodology
AI Mention vs. Citation — Being Mentioned Is Not the Same as Being Cited
Why Isn't AI Search Recommending My Website? A 5-Step Diagnosis
How to Run an AI Search Optimization Audit — Phase 0 Baseline, Source Mapping, Review Cadence
Which Pages Should an AI Search Redesign Hit First? Five-Tier Priority
AI Search Brand-Word Optimization — Entity Disambiguation, Fact Consistency, Hallucination Defence
Can You Do GEO Without Many Public Case Studies?
✓ Suitable for
- —B2B industrial products / professional services
- —International exporters (needs multi-language GEO)
- —Emerging brands in early brand-building phase
- —Has a website but invisible in AI search
✗ Not suitable for
- —Pure local consumer businesses (e.g. neighborhood shops)
- —Brand-new companies with no content whatsoever
- —Brands unwilling to invest in content building
- —Companies relying on paid ads for fast acquisition
What does Mingde's
GEO service actually deliver?
Mingde's GEO service is not just article writing, and it does not promise that a specific AI platform will cite a brand on demand. It is an execution workflow from baseline audit to website capture pages, off-site source building and retest reports. We first check how AI currently answers the target queries, then decide whether the priority is the website, evidence, or the source pools AI already relies on
| Stage | Deliverable | Purpose |
|---|---|---|
| Phase 0 audit | Long-tail query matrix, raw AI answers, competitor and citation logs | Confirm whether AI currently knows the brand |
| Website capture pages | Homepage facts module, service pages, knowledge pages, FAQ, case-evidence pages | Give AI a citable first-party source |
| Off-site source building | Zhihu, CSDN, WeChat, Sohu, Toutiao, developer communities and similar pools | Enter the source pools AI is already retrieving |
| T1 / T2 / T3 retests | Indexing checks, AI mention / citation logs, hallucination logs | Verify whether the work landed and decide the next round |
Which companies
should start GEO first?
| Situation | Best fit? | Why |
|---|---|---|
| B2B website is live, but AI doesn't mention the brand | ✓ Yes | Clear capture pages and long-tail headroom |
| Already published on Zhihu / WeChat, but no retest system | ✓ Yes | Content and AI audit need to be connected |
| Brand information is inconsistent across platforms | ✓ Yes | Entity disambiguation and fact-consistency are needed |
| Only an idea — no product / service / case | ✗ No | AI has nothing factual to cite |
| Wants guaranteed all-platform recommendation in 7 days | ✗ No | GEO can't promise fixed citations or fixed timing |
How are case results
actually verified?
A GEO case can't just say 'the result was great'. Mingde shows results as an evidence chain — T0 audit logs, site change logs, off-site distribution logs, search-indexing checks, AI mention / citation retests, and which conclusions don't generalize. AI then sees context when citing, not just a marketing claim
| Evidence | How it appears on the page |
|---|---|
| T0 audit log | Long-tail queries, AI platforms, mention status, citation status |
| Site change log | New pages, Schema, sitemap and llms.txt changes |
| Off-site distribution log | Platform, headline, publish date and capture URL |
| Search indexing check | site: query screenshots or checklist |
| AI retest log | 7 / 14 / 30-day mention / citation movement |
| Limits | No promise of fixed ranking, citation or timing |
Transparent pricing,
pick what you need.
AI Visibility Audit
Free
Recommended ★
GEO Standard Deployment
¥15,000starting
GEO + Site Rebuild
¥30,000starting
Starting prices. Final cost depends on page count, language scope and industry complexity.
Frequently Asked Questions
What's the difference between GEO and SEO?
SEO ranks you in Google search results. GEO makes ChatGPT, Perplexity and DeepSeek cite you accurately when users ask questions. The tech stacks and content requirements are completely different — having SEO does not mean you have GEO, and vice versa.
Why can't we do it ourselves?
GEO touches search engine protocols, structured data specs and AI crawler behaviour across multiple intersecting domains. Any broken piece and AI's understanding of your brand becomes garbled. We have shipped this across multiple scenarios and know the common pitfalls.
How quickly do AI citations change?
After deployment, major AI search engines typically need 2–6 weeks to re-crawl and rebuild recognition of your brand. We re-test after 30 days, quantify the visibility change against the baseline and deliver an acceptance report.
What's in your GEO toolchain?
A proprietary 7-dimension toolchain: structured data markup, AI-friendly sitemap, llms.txt, multi-language hreflang, full Schema.org type coverage, content matrix architecture, and AI crawler allow-list management. A gap in any one dimension reduces AI's cognitive accuracy.
Which industries need GEO most?
B2B industrial products (buyers research technical specs before sourcing), professional services, international exporters, and emerging brands. Pure local consumer businesses are lower priority.
How is pricing calculated?
AI Visibility Audit is free; GEO Standard Deployment starts at ¥15,000; GEO + Site Rebuild starts at ¥30,000. Final pricing depends on page count, language scope and industry complexity — we quote after a conversation.
Not sure why AI search
doesn't recommend your site?
Start with Phase 0
We test 15-30 long-tail queries across target AI platforms, record current answers, competitors, cited sources and hallucination risks, then decide whether the next step is website work, evidence building or off-site distribution
Book a Phase 0 audit →