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ERNIE Bot01 / SYMPTOMNOT LISTED
AIWhich brands do you recommend?
1Rival A2Rival B3Rival CYour brand
Your brand · not mentioned
Not recommended
Your brand never makes it into AI answer recommendations.
XINGLIAN GEO / GENERATIVE ENGINE OPTIMIZATION
In the age of AI search,get your brandrecommended first
Xinglian GEO rebuilds how AI understands, trusts and recommends your brand, and sets the new rules of traffic in the AI era.
00 / FROM LINKS TO ANSWERS
Users now let AI recommend for them. Competition has moved from rankings to answer share and recommendation eligibility.
Xinglian GEO builds a trusted brand position on leading AI platforms, so AI understands, trusts and recommends you.
- Doubao
- DeepSeek
- Qwen
- Yuanbao
- Kimi
- ERNIE Bot
01 / THE PROBLEM
Is your brand
invisible in
AI search?
The root cause: no systematic GEO work, and no lasting AI cognition system for the brand.
02 / SYMPTOMOUTRANKED
AIWho leads this category?
Rivals A / B / C78%You9%
Competitors win
Answers keep featuring your competitors instead.
03 / SYMPTOMOUTDATED
AIWhat does this company sell?
Main line: legacy products (2021)
Out of dateLatest line not indexed
Wrong facts
The brand facts AI cites are wrong or out of date.
04 / SYMPTOMLOW RANK
AIWhich provider is the most expert?
- #1
- #2
- #3
- ⋯
- #7Your brand
Weak mentions
You are mentioned, but with little authority and low in the list.
02 / CORE VALUE
Reshape how AI sees you,
own the entry to user minds.
Xinglian GEO builds an understand–trust–recommend loop for your brand in AI, in three layers.
01
UNDERSTAND
Understanding
AI truly understands your brand
Semantic alignment and intent modeling
02
TRUST
Trust
AI keeps trusting your brand
Authoritative sources and corpus engineering
03
RECOMMEND
Recommendation
AI recommends your brand first
Generation-probability steering and scenario reinforcement
03 / METHODOLOGY
From brand facts,
to AI recommendations.
Xinglian GEO runs a complete loop: diagnose, model, produce, feed and optimize.
01
DIAGNOSE
AI cognition audit
Track algorithm trends on leading AI platforms in real time, and quantify your brand's AI visibility and current perception.
Visibility · Perception · Algorithm trends
02
MODEL
Semantic modeling
Reverse-engineer what makes a strong AI answer, then build high-weight semantics and instructions that shape AI decisions.
Answer logic · Semantics · Instructions
04
FEED & OPTIMIZE
Source feeding & tuning
Distribute across platforms to feed sources, and use a reinforcement-learning loop to tune strategy and grow cognition assets.
Multi-platform · Reinforcement learning · Tuning
03
PRODUCE
Knowledge & content
Turn unstructured material into structured knowledge assets, and produce LLM-friendly content to E-E-A-T standards.
Structured knowledge · E-E-A-T · LLM-friendly
04 / CORE CAPABILITIES
A full-process stack,
driving AI visibility.
01 / AUDIT
AI audit
Measure exposure, semantic position and competitive edge in AI, and track algorithm trends.
02 / REVERSE
Semantic reverse-engineering
Break down strong AI answers and build a high-weight instruction library that shapes AI decisions.
03 / KNOWLEDGE
Brand knowledge base
Turn unstructured material into structured knowledge AI can reason over.
04 / CONTENT
Content & source feeding
Produce LLM-friendly content that raises AI citation and recommendation priority.
05 / DASHBOARD
Dashboard & optimization
Monitor exposure and recommendation priority across platforms, and keep optimizing.
05 / INDUSTRY CASES
Six industries,
representative results.
01 / 06
AI INFRAFIG. 01
AI infrastructure · API gateway
Multi-model API gateways / AI infrastructure platforms
Best AI API platformOpenAI API alternatives
OutcomeSteadily recommended in developer selection queries.
AI TOOLSFIG. 02
AI tools · E-commerce visuals / video
AI e-commerce visual tools, AI short-video marketing platforms
Best AI product-shot toolE-commerce AI design tools
OutcomeRecommended first in AI tool selection queries.
GLOBALFIG. 03
B2B services · Going-global consulting
Going-global consultancies, overseas marketing agencies
Best going-global consultancyGoing-global service providers
OutcomeExpert recognition in going-global decision queries.
EDUCATIONFIG. 04
Education · Vocational / enrichment
AI skills training providers, music education brands
Best AI training providerCorporate AI training
OutcomeRecommended accurately in education choice queries.
ELECTRONICSFIG. 05
Consumer electronics · Huaqiangbei supply chain
Electronics supply chain, phone accessory makers
Huaqiangbei electronics makersBest phone accessory supplier
OutcomeBrand recognition in supplier selection queries.
CROSS-BORDERFIG. 06
Cross-border · Overseas growth & short video
Overseas growth and cross-border marketing agencies
Overseas promotion strategyTikTok shoppable videos
OutcomeDifferentiated brand position in cross-border marketing.
06 / WHY XINGLIAN
From being seen,
to chosen and recommended.
We connect industry knowledge, model adaptation, content execution and re-testing into one system, so your brand moves from seen to chosen to recommended.
VS
vs. Generic AI wrappers
One-off, uncontrollable delivery
XINGLIAN
We bring industry depth and expert capability.
VS
vs. GEO monitoring tools
Dashboards only
XINGLIAN
A full execution loop from diagnosis to content creation, source feeding and re-testing.
VS
vs. Generic agent platforms
No vertical depth
XINGLIAN
Deep GEO focus across many platforms and models, improving through a data flywheel.
At our core, every optimization is traceable, verifiable and compounding.
07 / FAQ
Before you start,
everyone asks.
GEO (Generative Engine Optimization) optimizes for how AI answers and recommends, so AI accurately understands, trusts and recommends your brand first. SEO targets link rankings in traditional search.
It depends on your industry and competition. Early changes in recommendations usually show within 2–4 weeks, and ongoing optimization compounds over time.
Leading platforms in China and abroad, including Doubao, DeepSeek, Qwen, Tencent Yuanbao, Kimi, ERNIE Bot and GPT.
By quantifiable metrics such as AI visibility, recommendation rate, target attainment and cited sources, with results tracking and fallback guarantees.
Brand materials, your core selling points and target keywords. Xinglian Engine handles everything else end to end.
NEXT QUERY / NEXT ANSWER
Take center stage in AI traffic,
starting with one audit.
Get a free GEO audit and see where your brand really stands in the AI world.
Xinglian Engine serves clients in AI tools, B2B services, education, AI infrastructure, consumer electronics and cross-border marketing.
Get your GEO audit now →