METRIC 01
Mention Rate & Position Distribution
Separates branded lookups from unbranded category discovery prompts, tracking mention frequency and top-slot consistency.
WENJIAN AI VISIBILITY PLATFORM
Wenjian: Enterprise AI Visibility & Sentence-Level Citation Tracing.
Turn fragmented generative AI answers into auditable, actionable intelligence. Wenjian connects multi-round buyer prompt sampling, footnote URL attribution, competitive benchmarking, and post-publication re-testing across China and Global AI ecosystems.
METRIC 02
Sentence-Level Citation Attribution
Maps individual claims inside AI answers back to exact cited URLs, article titles, publication dates, and extracted passages.
METRIC 03
Competitive Share of Voice
Benchmarks 2–5 peer brands across identical buyer prompt sets and windows to expose high-intent scenario gaps.
METRIC 04
Factual Drift & Legacy Source Alerts
Flags discontinued models, outdated pricing, or inaccurate third-party claims so product and PR teams can correct the record.
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
SENTENCE-LEVEL CITATION TRACE
Interactive Preview: Click any AI sentence to inspect its underlying web citation
Aggregate mention scores cannot tell writers what to fix. Wenjian Observation links every statement directly to its retrieved source evidence.
Sample Buyer Prompt: 'How to choose a high-flow household water purifier for older low-pressure apartments?'
For older residential buildings where water pressure drops below 0.15 MPa, buyers should verify integrated booster pumps and zero-stagnant-water flushing.
[Source S1]
Several international flagship lines deliver strong filtration precision, though compact under-sink and no-drill rental model specs remain scattered.
[Source S2]
Buyers should compare multi-year replacement cartridge costs, rated total purified volume, and official water hygiene approvals.
[Source S3]
Industry Technical Standard Guide
Household RO Purifier Pressure & Flow Testing Guide (2026 Edition)
Appliance Engineering Media · Archived Snapshot
Units without booster pumps experience significant flow degradation below 0.15 MPa; specification sheets should state minimum inlet pressure.
Wenjian Action: Add explicit minimum inlet pressure (MPa) rows to official product spec tables.
WHAT THE PLATFORM MEASURES
Core Dimensions in the Wenjian Dashboard
| Dimension | What Wenjian Measures | Why It Matters for Decisions |
|---|---|---|
| Brand Visibility | Per-engine, per-scenario mention rates split by branded vs. discovery prompts | Reveals whether new buyers encounter your brand during shortlist research |
| Position & Framing | First-mention share, side-by-side comparison role, and selection rationale | Distinguishes primary recommendations from passing mentions |
| Sentence Citations | Cited domain categories, exact URLs, titles, and matched text passages | Directs website upgrades and earned media outreach with precision |
| Engine Segmentation | Side-by-side views across Doubao, DeepSeek, Qianwen, Yuanbao, Baidu AI, Kimi, ChatGPT & Google | Accounts for distinct retrieval ecosystems across China and Global markets |
| Asset Re-Testing | Indexing status and citation pickup of newly published pages across windows | Verifies whether content investments enter AI retrieval pools |
WORKFLOW LOOP
From Observation Data to Content Decisions
| Stage | Focus Area | Auditable Output |
|---|---|---|
| 01 Baseline Sampling | Multi-round collection across structured buyer question sets | Baseline per-engine visibility dashboard & screenshot archive |
| 02 Source Gap Analysis | Identify uncited product specs and high-weight third-party sources | Prioritized scenario gap matrix & on-site rewrite checklist |
| 03 Asset Execution | Ship structured product documentation, FAQs, and compliant media articles | Live publication ledger & specification alignment check |
| 04 T+7 / 14 / 30 Review | Period-over-period re-sampling under identical parameters | Comparable window progress report & next-cycle priorities |
MULTI-TEAM VIEWS
Tailored Views Across Enterprise Stakeholders
| Team | Primary Workspace View | Decisions Supported |
|---|---|---|
| Leadership / CMO | Category share of voice trends, peer benchmarks & flagship line summaries | Budget allocation, positioning alignment, and quarterly governance |
| Content & Web Teams | Scenario prompt gaps, high-citation structural patterns & page checklists | Editorial calendars, product page overhauls, and FAQ updates |
| PR & Communications | Factual drift alerts, legacy article citations & authoritative media share | Reputation defense, spec corrections, and media briefings |
| Cross-Border Teams | China AI engines vs. ChatGPT / Google dual-ecosystem comparison | Multilingual asset localization and regional narrative alignment |
Does Wenjian rely on single queries or multi-round window sampling?
Formal dashboards and reports use repeated multi-round sampling across defined time windows to filter out single-run generation randomness.
Can users drill down from charts into raw AI transcripts?
Yes. Every metric links directly to the underlying answer transcripts, cited URLs, and timestamped screenshots.
Can our team subscribe to Wenjian without a full consulting retainer?
Yes. Enterprise and agency teams can subscribe to the standalone SaaS workspace or pair it with periodic advisory briefings.
Does the platform support structured exports?
Yes. Prompt-level metrics, citation ledgers, and period-over-period summaries export cleanly for internal stakeholder reviews.
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