01 / WHO WE HELP
Established Consumer Brands
Strong overall brand awareness, yet underrepresented when younger or niche buyers ask scenario-based product questions.
Turn awareness into concrete selection reasons
AI BRAND PERCEPTION / GEO
Help AI understand and convey what your brand truly offers when it matters.
When buyers and consumers ask generative AI systems to compare options, explain specifications, and recommend solutions, how your brand is described—and which sources are cited—shapes real decisions. Powered by our flagship Wenjian platform, Shenzhen Wenjian Intelligent Technology Co., Ltd. helps organizations uncover perception gaps and execute structured improvements across content, websites, and earned media.
Built for:
Established Consumer BrandsCross-Border EnterprisesTech & B2B GroupsIn-House Marketing & PR Teams
WHO WE HELP
Which organizations benefit from working with Wenjian?
Whether you need a continuous AI visibility dashboard for your internal team or an end-to-end diagnostic and execution partner across China and global markets, engagement starts from your actual gap.
02 / WHO WE HELP
Cross-Border & Global Enterprises
Operating across Western and Chinese markets, needing localized buyer question maps, aligned product facts, and market-specific citation strategies.
Bridge Global and China AI ecosystems in one workflow
03 / WHO WE HELP
Technology, B2B & Listed Groups
Complex product lines and strict compliance requirements demand alignment across marketing, product, and corporate communications.
Defend factual accuracy across public narratives
04 / WHO WE HELP
Teams with In-House Content Capabilities
Internal writers and researchers are in place, requiring multi-round sampling data, citation attribution, or standalone diagnostic guidance.
Modular SaaS, audit, or execution support
WHY WENJIAN
Why organizations choose Wenjian
We replace guesswork and volume-driven article drops with repeatable multi-round sampling, sentence-level source attribution, and disciplined content engineering.
01
Connect Brand Strategy to Recommendation Reasons
- Client Need
- Visibility means little if AI describes your brand with generic or outdated positioning.
- How Wenjian Works
- Evaluate answer narratives against priority value propositions, use cases, and buyer criteria.
Business Outcome
Align AI selection reasons with real commercial strengths
02
Co-Prioritize High-Impact Buyer Questions
- Client Need
- Marketing budgets cannot chase thousands of low-intent prompts at once.
- How Wenjian Works
- Rank buyer questions by decision-stage relevance, competitive gap, and source tractability.
Business Outcome
Focus execution on prompts that influence shortlist decisions
03
Trace Claims at the Sentence Level
- Client Need
- Teams need to know exactly which webpage caused an inaccurate or unfavorable claim.
- How Wenjian Works
- Wenjian Observation maps answer footnotes and claims directly to source domains and excerpts.
Business Outcome
Pinpoint content debt and source gaps without guesswork
04
Separate Signal from Single-Run Noise
- Client Need
- A single screenshot fluctuates heavily due to probabilistic LLM generation.
- How Wenjian Works
- Conduct repeated multi-round sampling across fixed observation windows.
Business Outcome
Base management decisions on stable statistical patterns
05
Bridge Diagnostics and Execution
- Client Need
- Dashboards alone do not rewrite product pages or build authoritative references.
- How Wenjian Works
- Translate findings directly into website architecture updates, FAQs, and editorial briefs.
Business Outcome
Move smoothly from audit insights to shipped improvements
06
Unify Cross-Team Brand Facts
- Client Need
- Conflicting specs across regional sites and PR releases confuse retrieval models.
- How Wenjian Works
- Wenjian Knowledge maintains structured fact sheets, operating conditions, and version histories.
Business Outcome
Reduce hallucination and contradiction across markets
07
Flexible Modular Engagement
- Client Need
- Every organization has different internal capabilities and budget stages.
- How Wenjian Works
- Purchase the Wenjian platform, standalone diagnostics, or full-cycle execution independently.
Business Outcome
Pay only for the capabilities your team actually needs
08
Native Fluency in China & Global Ecosystems
- Client Need
- Western engines and Chinese AI platforms rely on fundamentally different source ecosystems.
- How Wenjian Works
- Combine global search governance with native Chinese AI engine domain expertise.
Business Outcome
Manage global and China brand perception under unified standards
FROM INSIGHT TO ACTION
Turn perception gaps into concrete next steps.
A transparent five-stage workflow connecting business priorities, auditable observation, and iterative content execution.
01
Business Alignment
Define priority product lines, target regions, buyer personas, and benchmark competitors.
02
Sampling & Audit
Run multi-round observations across branded and unbranded discovery prompts with full source logs.
03
Joint Goal-Setting
Agree on priority scenario gaps, factual corrections, and realistic evaluation metrics.
04
Content & Web Execution
Upgrade on-site product documentation, structured FAQs, and compliant industry publications.
05
Period-over-Period Review
Compare comparable windows to evaluate mention trends, citation shifts, and next-cycle priorities.
CORE CAPABILITIES
The Wenjian Platform: built for enterprise perception management.
Developed by Shenzhen Wenjian Intelligent Technology Co., Ltd., the Wenjian suite integrates four core modules across the GEO lifecycle.
01 / WENJIAN KNOWLEDGE
Wenjian Knowledge · Brand Facts
Consolidates scattered product manuals, specs, compliance boundaries, and regional versions into a verified factual repository.
Make verified facts the foundation of every answer
02 / WENJIAN STRATEGY
Wenjian Strategy · Buyer Intent
Maps real buyer questions across Funnel stages, quantifying competitive mention gaps and citation opportunities.
Focus effort where buyer decisions happen
03 / WENJIAN CREATION
Wenjian Creation · Structured Content
Supports fact-grounded editorial creation, adoptable product pages, and multilingual localization under strict compliance review.
Publish clear, verifiable pages AI systems can cite
04 / WENJIAN OBSERVATION
Wenjian Observation · Visibility & Citations
Continuously tracks brand mentions, recommendation order, sentence-level cited URLs, and timestamped screenshots across windows.
Ground every review in auditable primary evidence
AI PLATFORMS
Clear two-tier coverage across China and Global AI engines.
Rather than lumping engines into a vague headline count, we explicitly separate continuous fixed-window reporting engines from project-scoped extensions.
Continuous Monitoring & Per-Engine Reporting
6 China Engines + 2 Global Core EnginesDoubao (ByteDance)↗
High-reach Chinese consumer AI assistant shaping everyday product discovery and comparisons.
DeepSeek↗
Reasoning-driven engine favored for technical evaluation, B2B research, and detailed comparisons.
Qianwen (Alibaba)↗
Integrated with Quark and Alibaba knowledge ecosystems, active in spec verification queries.
Yuanbao (Tencent)↗
Connected with WeChat Official Account articles and authoritative Chinese industry media.
Baidu AI↗
Search-integrated generative answers weighting official websites, news portals, and vertical media.
Kimi (Moonshot)↗
Long-context research assistant widely used by professionals for multi-source synthesis.
ChatGPT↗
Core global conversational discovery interface for international buyer research.
Google Search AI↗
Global generative search summaries anchored in technical web health and authoritative citations.
Available on Project Scope / Custom Extension
Configured per regional briefGoogle AI Mode
Scoped observation for multi-turn international product comparisons.
Gemini
Brand representation checks within Google's native assistant ecosystem.
Perplexity
Citation-heavy answer tracking for global tech and B2B audiences.
Microsoft Copilot
Enterprise workplace discovery observation for global markets.
Governance note: 'Continuous Monitoring' denotes fixed question sets sampled repeatedly across defined windows with per-engine breakdown reports; 'Project Scope' engines are configured according to target markets in individual proposals. Third-party product names are referenced solely to describe observation scope and belong to their respective owners.
GEO CASE STUDIES
Concrete questions, auditable findings, clear business value.
Anonymized engagements demonstrating how scenario-level diagnostics uncover actionable growth opportunities.
Fine Jewelry · GEO Perception Audit
Leading HK Jewelry Brand: Uncovering Youth Scenario Gaps Behind Strong Fame
24/35
Celebrity Style · 68.6%
3/35
Student Entry · 8.6%
5/35
Daily Layering · 14.3%
Client ChallengeHigh brand awareness overall, yet uncertain how AI assistants framed entry-level and everyday styling prompts.
What Wenjian DeliveredSeven non-consecutive observation rounds across five platforms (35 answers per prompt) isolating scenario gaps.
Business ValueRedirected editorial priorities toward accessible price bands, layering guides, and collection specifics.
Water Purification · GEO Audit & Execution
Global Water Purifier Brand: Moving Beyond Generic Lists into Buying Conditions
4/4
Generic Brand Lists
35x
Multi-Round Verification
+25pp
Scenario Mention Lift
Client ChallengeConsistently named in generic top-brand prompts, but absent in rental countertop and high-flow household RO queries.
What Wenjian DeliveredRestructured on-site installation specs, housing scenarios, and localized comparison materials.
Business ValueAchieved a +25 percentage-point period-over-period mention rate improvement in priority buyer scenarios.
WAYS TO WORK TOGETHER
Start with a diagnostic conversation and choose the right fit.
Engage Wenjian for a focused baseline audit, full-cycle advisory and execution, or standalone platform access.
01 / DIAGNOSTIC FIRST
Standalone GEO Perception Audit
Ideal for establishing an objective baseline. Includes buyer question mapping, multi-round sampling, competitive comparison, and prioritized action recommendations.
Clarify high-value gaps before committing ongoing budget
02 / INTEGRATED PROGRAM
Full-Cycle GEO Retainer
Combines continuous monitoring, website adoptability upgrades, multilingual content creation, compliant media distribution, and period-over-period reviews.
Connect diagnostic evidence directly with execution
03 / PLATFORM & MODULAR
Wenjian SaaS & Modular Support
Designed for enterprise teams and agency partners seeking dashboard access, raw transcript & screenshot archives, or targeted advisory modules.
Equip internal teams with auditable GEO infrastructure
ABOUT WENJIAN
Shenzhen Wenjian Intelligent Technology: engineering clarity in AI brand perception.
Headquartered in Nanshan Science & Technology Park, Shenzhen, Shenzhen Wenjian Intelligent Technology Co., Ltd. builds enterprise software and consulting workflows for Generative Engine Optimization (GEO). Our self-developed Wenjian platform pairs multi-round AI answer observation with sentence-level citation tracing.
We focus on verifiable facts, buyer-centric question architecture, and compliant execution—helping domestic leaders and cross-border organizations communicate accurate commercial value across Chinese and global AI ecosystems.
Discuss your business needs ↗Shenzhen Wenjian Intelligent Technology Co., Ltd.Corporate Entity · Core R&D, software engineering, and enterprise delivery governance
Wenjian PlatformFlagship Product · Integrating Knowledge, Strategy, Creation, and Observation modules
Wenjian ResearchMethodology Lab · Ongoing research into AI citation ecosystems, sampling statistics, and governance
Dual-Ecosystem Advisory TeamConsulting & Content · Serving Simplified Chinese, Traditional Chinese, and English markets
LET'S TALK
Start with one concrete brand question.
You do not need a finalized GEO roadmap to begin. Share your brand, priority market, and buyer scenarios—our research and consulting team will review real AI answer observations with you to identify what matters first.
- Modular procurement: subscribe to the Wenjian SaaS dashboard, commission a standalone audit, or run full-cycle content & communications
- Every finding traces back to raw AI answer transcripts, cited source URLs, and timestamped screenshots
- Transparent governance: scoped sampling windows and auditable metrics—never unsubstantiated fixed-ranking promises
Shenzhen Wenjian Intelligent Technology Co., Ltd.
Yuehai Subdistrict, Nanshan Science & Technology Park, Shenzhen, Guangdong, China