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
See how AI interprets your brand, and agree on what is worth improving first.
Generative engines synthesize multiple web sources into direct buying advice, product comparisons, and suitability judgments. Backed by multi-round sampling and sentence-level citation tracing in the Wenjian platform, our GEO services connect rigorous diagnostics with website upgrades, structured editorial execution, and period-over-period evaluation.
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
You can start even without a finalized GEO roadmap or prompt list.
Most engagements begin with a practical business question—such as how your flagship product is compared on DeepSeek, Doubao, or ChatGPT. Our consultants help structure the initial buyer question map and benchmark set during scoping.
WHAT WE DO
Six Modular GEO Service Workstreams
Procure individual modules to complement in-house teams or combine them into an integrated program. Sampling windows and deliverables are specified transparently in every brief.
01
Brand & Competitor Multi-Round Monitoring
Repeated observation of agreed buyer question sets across Chinese and global AI engines within fixed time windows, capturing transcripts, positions, and cited URLs.
Combinable deliverable: Raw answer transcripts, timestamped screenshots & platform metrics
02
Perception Gap Audit & Joint Goal-Setting
Break down visibility and framing gaps across buyer personas, price tiers, and usage scenarios, pinpointing the exact external sources shaping AI responses.
Combinable deliverable: Perception Audit Report, scenario priority matrix & roadmap
03
Structured Content & Multilingual Localization
Author fact-grounded comparison guides, scenario explainers, and localized Chinese/English assets tailored to local buyer phrasing and verification standards.
Combinable deliverable: Editorial articles, buyer guides & localized assets
04
Website Adoptability Optimization
Upgrade product pages, technical documentation, comparison tables, and structured FAQs so AI retrieval systems can extract accurate conditions without ambiguity.
Combinable deliverable: Page rewrite specs, structured FAQ modules & technical checklist
05
Compliant Media & Technical Community Publishing
Execute transparent, properly disclosed publications across sector media, news portals, and technical communities aligned with each engine's citation profile.
Combinable deliverable: Agreed publication ledger, live URLs & indexing verification
06
Period-over-Period Evaluation & Iteration
Re-sample identical prompt sets across T+7, T+14, and T+30 windows to track mention trends, citation adoption, and narrative accuracy.
Combinable deliverable: Period-over-period review report, citation logs & next-cycle plan
Modular Scope, Explicit Boundaries
Subscribe to the Wenjian SaaS dashboard, commission a standalone audit, or engage our team for end-to-end execution—each scoped clearly.
Every Finding Traces to Primary Material
Clients receive underlying AI transcripts, footnote URLs, and full-page screenshots alongside executive summaries.
Layered Process & Outcome Evaluation
Publication completion, source citation, answer framing, and commercial inquiries are tracked as distinct layers rather than conflated.
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
Clear entry points for platform observation and consulting delivery.
Wenjian SaaS subscribers inspect live prompt sets, cross-engine charts, and sentence-level citation drawers directly in the web workspace, while advisory clients receive structured milestone briefings and editorial specs.
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.
DIAGNOSIS & DELIVERABLES
Connecting Client Questions to Verifiable Deliverables
Every stage translates business uncertainty into concrete analytical work and auditable outputs.
| Client Question | Primary Work Performed | Verifiable Deliverable |
|---|---|---|
| Which buyer discussions should our brand prioritize entering? | Stakeholder alignment and construction of a structured buyer question map spanning category, scenario, comparison, and reputation prompts. | Buyer Question Map & Sampling Specification, Baseline Answer Transcript Archive |
| Where are the critical perception gaps and inaccurate sources? | Multi-round cross-engine sampling, competitive benchmarking, and sentence-level citation attribution. | Brand AI Perception Audit Report, High-Impact Source Ledger & Factual Correction List |
| What should our web, content, and PR teams execute next? | Co-prioritize on-site structural updates and external editorial workstreams with clear review milestones. | Website Adoptability Briefs, Ecosystem Content Roadmap & Period-over-Period Tracking Setup |
Helpful materials before kickoff (optional): Official website URLs, priority product lines and operating conditions, target markets (Mainland China / HK & TW / Global), 2–4 benchmark competitors, existing public whitepapers or spec sheets, and a primary point of contact.
REPORT DELIVERY
Executive clarity backed by raw answer transcripts.
Wenjian reports pair concise leadership takeaways with complete auditability—allowing executives to align on investment priorities while practitioners inspect exact prompts, cited URLs, and screenshots.
Request a sample report walkthrough ↗Wenjian Perception Audit · Five-Layer Structure
01
Buyer Prompts & Sampling Scope
Explicit engine list, observation window, sampling rounds, and prompt tiers
02
Cross-Engine Answer Archive
Full transcripts, mention positions, and timestamped screenshots
03
Scenario Gap Matrix
Contrasting generic awareness prompts against specific buyer conditions
04
Sentence-Level Citation Attribution
Identifying exact domains and page types driving competitor or brand claims
05
Prioritized Action & Review Plan
On-site rewrites, content briefs, and period-over-period evaluation windows
01 / REPORT EXCERPT
Separating Branded vs. Discovery Metrics
Disaggregating branded inquiries from unbranded category discovery prompts prevents vanity averages from masking real acquisition gaps.
02 / REPORT EXCERPT
Cross-Analyzing Citation Rate & Mention Gaps
Comparing how often your domain or earned media is cited against how often your product is recommended reveals whether the bottleneck is source coverage or product clarity.
03 / REPORT EXCERPT
Period-over-Period Multi-Day Trend Tracking
Repeated sampling across comparable windows distinguishes durable visibility improvements from single-run generation variance.
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
FAQ
Frequently Asked Questions
Do we still need GEO if we already invest in traditional SEO?
Traditional SEO remains essential for search indexability and organic rankings, whereas GEO addresses how AI engines synthesize, compare, and recommend your brand inside generated answers. Many brands ranking well in traditional search still suffer from missing scenario context or outdated facts in AI responses.
Can we book a consultation before finalizing specific GEO targets?
Yes. We begin with your commercial priorities, flagship products, and target markets, then assemble an initial buyer question map and sample observation set together.
Can we purchase the Wenjian SaaS tool or a standalone audit without ongoing execution?
Yes. The Wenjian platform, perception diagnostics, and content/media execution are modular and can be procured independently or combined.
How do the four Wenjian technology modules support client engagements?
Wenjian Knowledge organizes verified brand facts; Wenjian Strategy prioritizes buyer prompts and competitive gaps; Wenjian Creation supports structured, localized editorial output; and Wenjian Observation runs multi-round sampling and sentence-level citation tracing.
How is diagnostic or retainer pricing determined?
Pricing reflects target languages (Simplified Chinese, Traditional Chinese, English), monitored AI engines, prompt set size, sampling frequency, and whether content creation and media publishing are included. Submit an inquiry below or visit our Pricing page for tier details.
How is progress evaluated, and do you promise fixed rankings?
We evaluate progress across comparable prompts, engines, and observation windows—tracking publication status, cited URLs, mention rates, position distributions, and factual accuracy separately. Because AI answers are probabilistic, no ethical provider can sell fixed answer slots; we never promise fixed rankings, predetermined citations, or predetermined sales.
GROWTH INSIGHTS
Explore all Insights ↗
Further Reading: Wenjian GEO Frameworks & Guides
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