Liekan · Brand Visibility Platform for the AI Search Era

Why Now

The search box is becoming a chat box.
If AI doesn't recommend your brand, you're absent from the decision chain

More and more users get answers directly from DeepSeek, Doubao, and Kimi instead of clicking through search results. SEO answers "where does my page rank" — GEO answers "does AI recommend you". And the latter is now deciding what users choose

71%

of users ask AI before making purchase decisions

Especially in high-consideration categories like 3C, auto, beauty, and education

3.2

brands make it into an average AI recommendation list

Brands outside the Top 3 barely get a chance to be seen

Daily

AI answers change every single day

Model updates, source refreshes, competitor moves — without daily monitoring, you're flying blind

Business Lines

A Dual-Engine GEO Operating System

Full-Spectrum GEO makes sure AI answers "see you"; Website GEO makes sure AI "trusts you" — the two lines share data and reinforce each other, forming a complete, systematic GEO operation

LINE 01

Full-Spectrum GEOAI platform visibility ops

Daily monitoring of your brand's mentions, rankings, citation sources, and sentiment across 5 major AI platforms. Locate visibility gaps against competitors, then systematically win recommendation slots through content optimization and high-authority distribution.

Doubao DeepSeek Qwen Yuanbao Kimi

Daily parallel collection across 5 platforms — every answer and source archived
15 metrics across the Seen / Trusted / Liked framework
Competitor benchmarking with group drill-down to individual questions
AI content generation + high-authority distribution, verified daily

LINE 02

Website GEOMake your site AI's preferred source

Your official website is the most controllable and authoritative source you own. Through structured and semantic optimization, we make your content easier for AI to crawl, understand, and cite — turning "website citation rate" into an operable growth metric.

Citation monitoring: which pages AI cites, and what it quotes
Schema markup & semantic restructuring — readable and citable by AI
llms.txt & AI-crawler-friendly configuration to welcome model crawlers
Authoritative content systems that turn your selling points into AI's standard answers

Why it matters: Most issues discovered by full-spectrum monitoring are ultimately fixed through your website and authoritative content — Website GEO is the foundation where Full-Spectrum GEO results land.

How the two engines interlock: Full-Spectrum GEO detects "AI skipped you / cited wrong info" daily → Website GEO fixes sources and fills authoritative content gaps → Full-Spectrum GEO verifies the rebound in citation and mention rates — shared data, mutually proven results

Detect Fix sources Verify

Service Scope

Service Scope: China + Global Markets

Deep coverage of 5 domestic AI platforms in China, with ChatGPT as the core optimization target overseas — whether your brand is rooted at home or expanding globally, there's a systematic GEO plan for you

CHINA

Domestic AI Platforms

Full-Spectrum GEO daily monitoring across 5 major Chinese AI platforms, combined with domestic Website GEO — covering the AI search and Q&A scenarios Chinese users rely on most.

Doubao DeepSeek Qwen Yuanbao Kimi

Daily collection on 5 platforms: mentions, rankings, sources, sentiment
Chinese high-authority distribution: Zhihu, Baijiahao, industry media
Domestic Website GEO: structured optimization + Chinese authoritative content

GLOBAL

Overseas AI Platforms

Overseas GEO focuses on ChatGPT as the core optimization target — monitoring your brand's mentions and citations in ChatGPT answers, optimizing content and source layout accordingly, plus full Website GEO for your international site.

ChatGPT · Core Intl. Website GEO

ChatGPT visibility monitoring: brand mentions, recommendation slots, citation tracking
International authoritative sources: English media, industry sites & community content
Overseas Website GEO: English-site structuring to enter ChatGPT's citation system

Flexible combination: Global brands can activate the overseas line alone, or combine it with the domestic line for a unified global GEO operation.

Metrics Framework

A proven GEO metrics framework — three lenses on your brand's position in the AI world

More than "were you mentioned". Liekan breaks brand visibility into 10+ metrics across three layers — share of voice, source accuracy, and sentiment — each with a clear definition, competitor benchmarking, and daily trend tracking

Seen Share of Voice & Ranking

Mention RateShare of AI answers mentioning the brand

Top 1 / Top 3 RateShare ranked #1 / in top 3

Avg. Mention RankAverage position in recommendation lists

Avg. Mentions per AnswerBrand frequency within a single answer

Share of MentionsSOV vs. competitors

Trusted Sources & Accuracy

Brand CitationsTimes AI cites brand-related sources

Brand Source Citation RateShare of answers citing brand sources

Website Citation RateShare citing your official website

Top Source AnalysisRankings of high-citation domains & articles

Factual Accuracy CheckAre specs, prices & key facts stated correctly

Liked Sentiment & Selling Points

Sentiment DistributionPositive / neutral / negative answer share

Brand Word CloudHigh-frequency keywords AI uses about you

Selling-Point Hit RateShare of answers mentioning core selling points

Negative Topic AlertsClustering of negative mentions + daily alerts

Group Drill-DownCompare by product line / scenario groups

The Platform

An all-in-one GEO workbench — the full loop from monitoring to insight to optimization

Click the modules on the left to see how Liekan covers every step of GEO

Brand Overview · Every core metric on one page

The Seen / Trusted / Liked layers on one screen, filterable by time, platform, group, and competitor — week-over-week changes at a glance.

Seen Share of Voice & Ranking Metric Spec v2.1.0 · Denominator = all valid answers N=3,840

Mention Rate

69.25%

↘ 0.8% WoW

Top 1 Rate

25.78%

↗ 2.4% WoW

Top 3 Rate

58.59%

↗ 3.6% WoW

Avg. Rank

2.55

↗ 0.15 WoW

Avg. Mentions

1.86

↗ 0.07 WoW

Share of Mentions

24.29%

↘ 3.7% WoW

Trusted Sources & Accuracy Verified sources Q=1,274

Brand Citations

214

↗ 18

Source Citation Rate

42.36%

↗ 2.1%

Website Citation Rate

16.67%

↘ 1.3%

Liked Sentiment & Selling Points Denominator = mentioning answers h=2,659

Brand sentiment distribution (answer-weighted)

Positive 58.2% Neutral 32.9% Negative 8.9%

Brand Trend

Competitors · Share of Mentions

My brand: #1 · Latest 24.29% · vs. prior 7 days ↘3.7%

Group Leaderboard · Mention Rate

Group	Current	7d Δ
Smart Driving	82.95%	↘0.9%
Battery & Range	75.89%	↗2.7%
Performance	73.20%	↗0.9%
Design	67.90%	—
Safety	50.00%	↘6.3%

Group Leaderboard · Avg. Mention Rank

Group	Current	7d Δ
Design	1.48	↗0.3
Safety	2.53	↗0.2
Smart Driving	2.90	↘0.4
Performance	3.01	↗0.1
Battery & Range	3.80	↘0.5

Group Leaderboard · Top 1 Rate

Group	Current	7d Δ
Smart Driving	34.20%	↗4.2%
Design	29.50%	↗1.8%
Performance	26.10%	↘0.7%
Battery & Range	21.40%	↘2.2%
Safety	12.80%	↘4.4%

Questions · Manage your brand's monitoring library

Configure monitoring questions around real decision scenarios, organized by topic groups. AI-assisted expansion ensures you cover how users actually ask.

Smart Driving

Best NEV SUVs with smart driving under ¥200k?

Mention 82.95%

Battery & Range

Pure EVs whose range holds up in winter

Mention 75.89%

Safety

Family SUVs with top C-IASI crash-test results

Mention 50.00%

AI Suggestion

"800V fast-charging model comparison" queries are up 42% recently — add to monitoring

Add →

Insights · Sentiment, word cloud & top sources

How does AI describe your brand? Whose articles does it cite? What do high-citation pieces look like? Insights explains the "why".

Brand Word Cloud · Frequent Descriptors

Solid range 800V fast charge Top-tier ADAS Spacious Firm suspension Great value Long delivery wait Fast OTA

Top 3 Cited Articles Mentioning the Brand

Xinglan L7 winter range test: real data at -10°C

47×

How to choose a ¥200k pure-electric SUV? FAQ

39×

800V high-voltage platform tech deep-dive

31×

Answer Log · Trace exactly what AI says, answer by answer

Every collected raw answer is fully archived: where you rank, how you're described, which sources were cited — all traceable and exportable.

DeepSeek·Smart-driving SUV under ¥200k·2026-09-29 Rank #1

…with a budget under ¥200k, Xinglan L7 offers one of the most complete smart-driving experiences in this price band: city NOA works out of the box, with low takeover rates on highway pilot; followed by ArcVolt X3 and Onvo L60……

Doubao·EVs whose range holds up in winter·2026-09-29 Rank #2

…among the better winter-range performers, ArcVolt X3's heat-pump AC controls energy use well; Xinglan L7 achieved a 78% range-retention rate at -10°C, ranking second……

Competitors · See the landscape and where the gaps come from

Compare mention rates, rankings, share, and citation sources side by side, broken down by topic group — know where the gap is, and you know where to aim your content.

Brand	Mention	Top 1	Avg. Rank	SOV
Xinglan NEV	69.25%	25.78%	2.55	24.29%
ArcVolt	56.55%	18.20%	3.18	18.85%
Onvo	50.00%	15.10%	3.74	15.31%
Xiaomi YU7	46.63%	11.30%	4.42	12.55%

Content Optimization · AI writing informed by citation insights

Generate optimized articles referencing high-citation exemplars, ground brand facts in the AI knowledge base, then verify impact with data after review and publishing — every step is evidence-based.

STEP 1

Pick your target

Start from low-mention questions / weak groups — define which AI answers to influence

STEP 2

AI draft + human review

Draft from high-citation exemplar structures; team reviews, then multi-channel publishing

STEP 3

Verify daily

Keep tracking mention rate and ranking on target questions after publishing — iterate on evidence

Reports · Periodic visibility reviews

Auto-compiled weekly / monthly summaries of metric changes, competitor moves, and content impact. One-click export for reporting — make GEO work presentable and reviewable.

Week 4, Sep 2026 · Brand Visibility Weekly

Mention rate +2.4% · 18 new cited articles · ArcVolt activity alert

View →

Aug 2026 · Monthly GEO Review

Top 1 rate +6.2pt · 12 optimized articles published · Next-month recommendations

View →

Liekan Agent

AI Agent: command the entire workbench with one sentence

No need to memorize feature entries or learn report configs. Just ask — the AI Agent understands your question, retrieves the relevant metrics, locates the right page, and hands you the answer together with the entry point

01Understand the question

Recognizes your true intent — diagnosing causes, comparing competitors, generating content, or tracking trends. Follow-ups and multi-turn context supported, as natural as talking to a senior analyst

02Retrieve the metrics

Pulls data across modules — overview KPIs, trends, sources, competitor benchmarks, and historical answers — auto-linking same-period events and content campaigns to find the drivers behind the numbers

03Locate the answer

Delivers conclusions with an evidence chain, not a pile of reports. Every conclusion cites its data source, time range, and statistical spec — credibility you can trace

04Provide the entry point

Attaches the right feature entry — one click to jump into Overview, Insights, or Content Optimization. From "found the problem" to "fixing it" is a single click

Try asking

"Which competitor grew fastest this week?" "Write 3 articles to improve Trust" "Where did this month's negative sentiment come from?"

AI Agent · Quick Start

Why does our mention rate in the Safety group keep dropping?

UnderstandRetrieveLocate

Diagnosis complete: Safety-group mention rate fell 6.3% over the past 14 days. The main cause: after competitor "ArcVolt X3" published its C-IASI results, AI answers heavily cited its crash-test coverage (23 new citations).

Suggestion: generate 2–3 authoritative pieces around "body structure / crash testing / active safety", prioritizing Zhihu and Che168.

View full diagnosis → Write with AI →

Ask the AI Agent, e.g. "Which competitor grew fastest this week?"

Workflow

12 core operating nodes, forming a reusable GEO growth loop

Four stages interlock with daily monitoring throughout — elevating operational precision, content quality control, and long-term result stability

STAGE 01

Monitoring Setup

01

Brand workspace

Create brand profiles with product lines, core selling points & official sources

02

Competitors & word packs

Add benchmark competitors; define GEO observation boundaries with word packs

03

Question library

Configure decision-scenario questions covering how users really ask

STAGE 02

Daily Collection

04

Parallel multi-model queries

Daily queries across Doubao, DeepSeek, Qwen, Yuanbao & Kimi

05

Structured answer storage

Full retention of every answer, mention position & cited source

06

Cleaning & spec validation

De-noise, de-duplicate, validate samples against unified specs

STAGE 03

Insight & Diagnosis

07

Three-layer dashboard

15 metrics across Seen / Trusted / Liked, updated daily

08

Competitor gap location

Which groups lag, where rivals win, who's taking your share

09

Source & sentiment analysis

Trace citation origins; monitor sentiment & selling-point hit rate

STAGE 04

Optimize & Verify

10

AI content + quality control

Knowledge-base-grounded generation, human review for factual accuracy

11

High-authority distribution

Prioritize Zhihu, official site & channels AI cites most

12

Backtesting & iteration

Return to Overview to track metric shifts; prove each optimization's return

Result data flows back daily — backtest findings feed monitoring setup and content strategy. The loop keeps turning, so every optimization is evidence-based and results stay stable over time

Setup Collect Insight Optimize Re-setup

Our Advantages

The core advantages of Liekan GEO services

Refined operations, scientific optimization, and a complete data system — every step is backed by evidence

Refined operations

12 core operational nodes with full coverage — every step from monitoring setup to content distribution follows an SOP with dedicated ownership, so results never depend on luck

Scientific, systematic optimization

A/B-test-style validation, before/after comparisons and single-variable attribution — every optimization is quantifiably verified, evidence-based step by step, never guesswork

Complete data system

Daily collection across 5 major AI platforms, 15 metrics in three layers, unified methodology v2.1.0 with fully traceable sample sizes and time windows — no black boxes

Strict content quality control

AI generation plus human review — facts, positioning and tone are triple-checked before anything is published, protecting brand voice and content quality

First-mover methodology

One of China's first GEO companies — white papers, published papers and conference methodology are built directly into our service workflow, not recycled secondhand experience

Stable long-term results

Daily feedback loops iterate continuously — results compound over time instead of depending on one-off campaigns, delivering lasting visibility gains

5+1

AI platform coverage

5 domestic platforms + ChatGPT overseas

100k+

GEO white paper readers

White / Blue / Red papers

<5min

To your first report

From brand setup to insights

12

Core operational nodes

Closed loop: setup → collect → insight → optimize

FAQ

Frequently asked questions

SEO answers "where does my page rank"; GEO (Generative Engine Optimization) answers "does AI recommend my brand." When users ask questions in ChatGPT, DeepSeek or Doubao, AI directly generates answers and recommends brands. GEO makes your brand the cited, recommended choice in those answers through systematic monitoring, insight and optimization

Omni-channel GEO currently covers 5 major domestic AI platforms — Doubao, DeepSeek, Qwen, Yuanbao and Kimi — with overseas service centered on ChatGPT, and more platforms on the way. Official-site GEO covers citation-rate monitoring and structured markup. All platforms are collected daily in parallel, with mention rate, ranking and citation trends updated automatically for side-by-side comparison

Seen measures volume and ranking: whether AI mentions you and how prominently. Trusted measures sources and accuracy: whether AI cites your official site and describes you correctly. Liked measures sentiment and selling points: whether AI speaks positively about you and captures your differentiators. Together they give a three-dimensional view of your brand's position in AI answers

Liekan uses an "AI drafts, humans approve" workflow: AI generates drafts based on your brand knowledge base, and content goes live only after your team reviews facts, positioning and tone. Every published piece is traceable and its effect verifiable, with the AI knowledge base improving through continuous feedback

The first baseline report arrives within 5 minutes of setup. After optimization begins, most brands see measurable mention-rate movement within 2–4 weeks, with clear trends by week 8. Daily data updates let you verify the return on every optimization

Yes. The enterprise plan offers open APIs and custom metric definitions, allowing GEO metrics to connect with your BI and CRM systems. Multi-workspace permission management is also supported for group brands and agencies

Make your brand in every AI answer
Seen · Trusted · Liked

The search box is becoming a chat box.
If AI doesn't recommend your brand, you're absent from the decision chain

A Dual-Engine GEO Operating System

Full-Spectrum GEOAI platform visibility ops

Website GEOMake your site AI's preferred source

Service Scope: China + Global Markets

Domestic AI Platforms

Overseas AI Platforms

A proven GEO metrics framework — three lenses on your brand's position in the AI world

An all-in-one GEO workbench — the full loop from monitoring to insight to optimization

Brand Overview · Every core metric on one page

Questions · Manage your brand's monitoring library

Insights · Sentiment, word cloud & top sources

Answer Log · Trace exactly what AI says, answer by answer

Competitors · See the landscape and where the gaps come from

Content Optimization · AI writing informed by citation insights

Reports · Periodic visibility reviews

AI Agent: command the entire workbench with one sentence

12 core operating nodes, forming a reusable GEO growth loop

The core advantages of Liekan GEO services

Refined operations

Scientific, systematic optimization

Complete data system

Strict content quality control

First-mover methodology

Stable long-term results

Frequently asked questions

When AI answers, be the citation.

Align on value first,
then talk about partnership

Make your brand in every AI answer Seen · Trusted · Liked

The search box is becoming a chat box.If AI doesn't recommend your brand, you're absent from the decision chain

A Dual-Engine GEO Operating System

Full-Spectrum GEOAI platform visibility ops

Website GEOMake your site AI's preferred source

Service Scope: China + Global Markets

Domestic AI Platforms

Overseas AI Platforms

A proven GEO metrics framework — three lenses on your brand's position in the AI world

An all-in-one GEO workbench — the full loop from monitoring to insight to optimization

Brand Overview · Every core metric on one page

Questions · Manage your brand's monitoring library

Insights · Sentiment, word cloud & top sources

Answer Log · Trace exactly what AI says, answer by answer

Competitors · See the landscape and where the gaps come from

Content Optimization · AI writing informed by citation insights

Reports · Periodic visibility reviews

AI Agent: command the entire workbench with one sentence

12 core operating nodes, forming a reusable GEO growth loop

The core advantages of Liekan GEO services

Refined operations

Scientific, systematic optimization

Complete data system

Strict content quality control

First-mover methodology

Stable long-term results

Frequently asked questions

When AI answers, be the citation.

Align on value first,then talk about partnership

Make your brand in every AI answer
Seen · Trusted · Liked

The search box is becoming a chat box.
If AI doesn't recommend your brand, you're absent from the decision chain

Align on value first,
then talk about partnership