Trial
See what AI says about you today
¥014 days
- 20 questions
- 2 AI platforms, API sampling
- One sampling round per week
- Fact cards and corpus center read-only
- 1 seat
MianxiangAI GEO Growth Cloud · SaaS edition · ready on day one
Get written into the AI answer: GEO visibility + a corpus center
Your buyers now ask Doubao, Qwen and DeepSeek who to buy from. This system does two things: measure what those AIs say about you today and whose sources they cite; then turn your missing facts into corpus the models can actually ingest, distribute it where they source from, and track whether it gets cited. Subscribe and start — no in-house GEO team required.
Buying questionMentionedCited source
S · Who should we buy from
Recommended
Your source
S · How to choose on-premises
Mentioned
Third party
A · How does it compare
Absent
Rival
A · Certifications & compliance
Wrong
Stale page
B · Roughly what does it cost
Mentioned
Your source
Illustrative UI. Real numbers come from your own question library and sampling; every conclusion drills down to the raw answer and screenshot.
M01–M12Twelve modules, question library to customer report
9 typesCorpus channels: site, encyclopedia, Q&A, articles, video, media…
Zeroranking or recommendation guarantees — we only sell an auditable process
Core capability · 1
First, see it: what AI actually says about you
Build a graded S/A/B/C library of the buying questions your customers really ask, then sample them repeatedly across multiple AIs under fixed conditions. API sampling and in-app tests are always reported in separate columns — merging them into one number is self-deception.
- Question & intent library — Graded by buying stage and commercial value; each question bound to target facts and a landing page.
- Multi-AI sampling — Doubao, Qwen, DeepSeek, Kimi, Yuanbao, ERNIE, Zhipu, Baidu AI and more, repeated across time windows.
- Who gets cited — Extract the sources and competitors in each answer; mark which are yours, which are theirs, which are wrong.
- Fact-error inventory — Every wrong certification, spec, price or entity becomes a ticket, re-tested after the fix.
AIAPIIn-app
DoubaoRec.Rec.
YuanbaoMentionMention
ERNIEAbsentAbsent
DeepSeekMentionAbsent
KimiAbsentMention
QwenRec.Rec.
Illustrative UI. API sampling and in-app tests always stay in separate columns — merging them into one number is self-deception.
01Gap
02Master corpus
03Corpus map
04Channel drafts
05Register
06Citation reflow
Content gate: without an approved fact card, corpus never leaves draft; AI-drafted pieces carry an AI label; approval is always a human click.
Core capability · 2
Then get in: turn the missing facts into corpus AI can ingest
Most tools stop at a gap report. The corpus center continues: gap → master corpus generated only from verified fact cards → platform versions ordered by the corpus map of your target AIs → a person publishes and registers the URL → indexing push → automatic re-test → citation reflow. Every piece can answer whether an AI actually cited it.
- Sourced only from approved fact cards, with key claims locked verbatim — models trust a statement that agrees across sources
- Platform priority computed from your target-AI mix: feeding Doubao and feeding DeepSeek start in different places
- Automatic re-tests after publishing; when that URL appears in an AI answer it is written back onto the piece
Owned ground · delivered with it
No site of your own? We can build it
Monitoring and corpus both need an authoritative place to point back to. If crawlers cannot read your site, the other three fronts have nowhere to land. The sites we deliver are built to be read by search engines and AI from day one: server-rendered, bilingual, structured data, a Markdown twin for every page.
The site build includes
- A bilingual site on our standard template (home / products / solutions / cases / facts / FAQ / contact)
- Structured data, .md twins, sitemap, robots, llms.txt
- Content migration and fact-card binding for the first batch
- Index submission and baseline SEO configuration
The site is quoted as a separate project, not bundled into the subscription — bundling it makes both prices impossible to explain.
One loop — run it and you know whether it worked
Each step feeds the next, and the last one answers the question the first one asked.
01Gap
An S-tier question cites none of your own sources — that is the one worth filling.
02Master corpus
Sourced only from approved fact cards; key claims locked verbatim so every platform says the same thing.
03Corpus map
Platform priority computed from your target-AI mix: feeding Doubao and feeding DeepSeek start in different places.
04Channel drafts
One version per platform with that platform's rule snapshot; a draft missing a key claim cannot be published.
05Register
A person publishes, then registers the URL; site pages are pushed for indexing automatically.
06Citation reflow
Automatic re-tests at day 3 and 14; when that URL shows up in an AI answer it is written back onto the piece.
Editions & pricing
Priced on quota, never on outcomes. Quotas are what we can deliver; outcomes stay out of the price list.
Standard
One brand, one product line
¥1,980/ month (¥19,800 / year)
- 60 questions
- 4 AI platforms, API sampling plus in-app entry
- Two sampling rounds per week
- Fact cards and evidence library
- Corpus center: 20 channel pieces per month
- Indexing push, day-3 / day-14 re-tests
- 3 seats
Professional
Multiple lines, AI leads counted in the sales pipeline
¥4,980/ month (¥49,800 / year)
- 150 questions
- 8 AI platforms, in-app collector included
- Daily sampling
- Unlimited corpus plus citation reflow
- AI lead attribution wired into CRM
- Experiment log and monthly reports
- Customer portal you can share
- 10 seats
Enterprise / on-premises · From ¥98,000 · One-off plus annual support
Data stays in your domain, integrated with your stack Dedicated instance or on-premises deployment · Unlimited questions, AIs and corpus · Unlimited seats, multi-project / multi-brand · Open APIs and SSO
List prices cover the software, updates and ticket support. They exclude third-party platform accounts, advertising and publishing fees, and any content we write or publish on your behalf. If you want us to run it for you, see AI-channel growth services. Formal quotations are issued in writing.
What each edition includes
| Capability / quota | Trial | Standard | Professional | Enterprise / on-premises |
|---|---|---|---|---|
| Question & intent library | 20 | 60 | 150 | Unlimited |
| AI platforms | 2 | 4 | 8 | Unlimited |
| Sampling frequency | Weekly | 2× weekly | Daily | Custom |
| In-app collector | — | Manual entry | ✓ | ✓ |
| Fact cards & evidence | Read-only | ✓ | ✓ | ✓ |
| GEO corpus center | Read-only | 20 / month | Unlimited | Unlimited |
| Indexing push & re-tests | — | ✓ | ✓ | ✓ |
| Citation reflow | — | — | ✓ | ✓ |
| AI attribution & CRM | — | — | ✓ | ✓ |
| Customer reports & portal | — | — | ✓ | ✓ |
| On-premises / dedicated | — | — | — | ✓ |
| Seats | 1 | 3 | 10 | Unlimited |
The twelve modules you get on day one:
M01 Question & intent libraryM02 Multi-AI visibility monitoringM03 Competitor & source analysisM04 Perception-gap diagnosisM05 Fact cards & evidence libraryM06 Content briefs & approvalM07 GEO corpus center & distributionM08 Indexing push & re-testsM09 Landing pages & formsM10 AI lead attributionM11 Experiments & change logM12 Customer reports & portal
SEO and GEO are not the same job, and the corpus map
We do both, but never conflate them: SEO wants the click, GEO wants to be in the sentence.
| Classic SEO | GEO (generative engine optimisation) | |
|---|---|---|
| Goal | Rank high on the results page, earn the click | Be named in the recommended answer, with attribution |
| What you optimise | Keywords, backlinks, page experience | Fact consistency, source distribution, citable structure |
| Where content lives | Mostly your own website | Your site plus the third-party corpora that model actually draws on |
| How it is measured | Rank, traffic, CTR | Mention rate, recommendation rate, owned-source citation rate, fact accuracy |
| What failure looks like | Page two | You are absent from the answer — or present and wrong |
| In this system | Server-rendered site, structured data, Markdown twin pages | Question library, multi-AI sampling, fact cards, corpus center, citation reflow |
An illustration of how platform priority is computed: your target-AI mix multiplied by each corpus pool's weight for that model decides what to publish first. Both the mix and the weights are editable in the console.
| Target AI | Corpus pools to publish first | Why |
|---|---|---|
| Doubao | Toutiao · Toutiao Baike · Douyin posts · your site | Heavier weight on its own ecosystem, with your site as the authoritative anchor |
| Yuanbao | WeChat OA · Channels · your site · encyclopedia | WeChat-ecosystem content is directly retrievable |
| ERNIE · Baidu AI | Baijiahao · encyclopedia · your site · Zhihu | Own index and encyclopedia entries carry weight |
| DeepSeek · Kimi · Qwen | Your site (with Markdown twins) · Zhihu · reputable media · encyclopedia | Leans on the open web and retrieval; cleanly structured pages get quoted as a block |
These weights come from public platform information and our own sampling, and change as the platforms change; you can edit them, or track only the AIs you care about.
Your first week, and what we will not do
| 01 · Request access | Give us your company, website and the three buying questions you care about most. |
| 02 · Instance within one business day | Account provisioned, your site and public brand facts imported. |
| 03 · Days 2–3: question library | We sit with you to grade questions and bind target facts — get this wrong and everything downstream is wrong. |
| 04 · Day 7: baseline | Your first visibility baseline and gap list — enough to decide which corpus to write first. |
| No automated consumer AI logins | In-app tests are run by a person in their own account; the system only records the answer and screenshot. No CAPTCHA bypass, no bulk scraping of consumer pages. |
| No content without a fact behind it | Corpus draws only on verified, approved fact cards; when a fact expires, everything citing it flips to "needs refresh". AI-drafted pieces carry an AI label. |
| No ranking or recommendation guarantees | AI answers vary with platform, time and randomness. We commit to sampling cadence, content output, re-tests and reporting — all auditable. Rankings are not. |
| Your data is not training data | Read-only access, masked samples, encrypted credentials and full audit trails are defaults. If data must not leave your domain, deploy on-premises. |
Looking for city partners and authorised resellers
Authorised resellers buy at 50% of list price — half the margin stays with you; referral partners who only pass leads get 20%. Single tier, no joining fee, settled on real collections.
Questions about the SaaS edition
How is the SaaS edition different from AI-channel growth services?
With the SaaS edition you operate the system yourself — monitoring, fact cards, corpus and re-tests are yours; we provide provisioning, training and support. The growth service means we run it for you, delivered as a project. Many customers subscribe first and add the service when capacity runs out.
Do we need existing SEO in place?
No, but a weak website slows results down. The system ships with a server-rendered site and Markdown twin pages, so the site can be replaced at the same time. You can keep your current site — filling the owned-source column just takes longer.
How long until we appear in AI answers?
You get a baseline on day 7. After that it depends on the gap: fixing a factual error often shows up within days to two weeks after a re-test. Building owned sources from zero follows each platform's indexing pace. We do not promise a timeline — we report what each re-test actually measured.
Which AIs are supported?
The main Chinese entry points — Doubao, Qwen, DeepSeek, Kimi, Yuanbao, ERNIE, Zhipu, Baidu AI Search and others — with API sampling and in-app tests recorded separately. We track platform changes, and you can monitor only the ones you care about.
What about data security? Can we self-host?
Yes — the Enterprise edition supports a dedicated instance or full on-premises deployment. Even on SaaS, access is read-only, samples are masked, credentials encrypted and every read and write is logged; credentials and evidence files never enter model context.
Who writes the content?
In the SaaS edition the system drafts the master corpus and platform versions from approved fact cards; your team reviews and publishes. AI drafts, a person approves. Full-service writing and publishing belongs to the growth service.
Can we try before buying?
Yes. The 14-day trial covers 20 questions on 2 AIs — enough to see where you stand. No payment method required, and nothing is charged when it ends.
What happens to our data if we stop?
Fact cards, questions, observations and corpus can be exported in bulk as structured files at any time. After cancellation we retain them for the contractual period and then delete them — your data is never held hostage.
Prefer us to run it instead of running it yourself? See AI-channel growth services →
Spend 14 days finding out what AI says about you
No payment method for the trial. Seven days in, you get your first visibility baseline and gap list.