Water Purification · Anonymized Audit & Execution

Global Water Purifier Brand: Moving from Generic Brand Lists into Specific Buying Scenarios

Named consistently in broad 'top purifier brands' prompts, yet absent when buyers specified no-drill rental apartments or compact under-sink RO conditions.

Sector: Home Water PurificationModel: Audit + Web & Content ExecutionOutcome: +25pp Period-over-Period Scenario Lift

Client Challenge	Strong global reputation, but domestic challengers dominated concrete scenario prompts across Chinese AI assistants.
Wenjian Execution	Replaced image-locked spec posters with structured HTML installation tables, cartridge cost formulas, and localized scenario guides.
Business Impact	Delivered a +25 percentage-point mention rate lift in priority buyer scenarios during period-over-period re-testing.

Baseline Diagnostic vs. Period-over-Period Review

Generic Top-Brand List Prompts (4 / 4 Platforms)4/4 Platforms

Baseline: No-Drill Rental & Compact RO PromptsInitially Absent

Period-over-Period Review: Target Scenario Lift+25pp Lift

1. Ranking on Generic Lists Does Not Win Conditional Prompts

Across Doubao, DeepSeek, Yuanbao, and Qianwen, the brand appeared 4/4 times on generic awareness prompts—yet dropped out when buyers specified countertop rental use or low-pressure residential plumbing.

2. Root Cause: Strong Products Hidden Inside Image Posters

Although the brand offered ideal countertop and compact under-sink models, key dimensions, inlet pressure ranges, and annualized filter costs were embedded inside JPEG banners unreadable to AI crawlers.

3. Structured Adoptability & Verified Period-over-Period Lift

Wenjian guided a four-layer HTML specification upgrade paired with technical review articles, lifting target scenario mention rates by 25 percentage points across comparable review windows.

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

contact@wenjianai.cn (+86) 755-8696-8800