GEO(Generative Engine Optimization)Generative Engine Optimization. Users no longer only search keywords—they ask DeepSeek, Doubao, and ERNIE “how is it, how do I choose, is it right for me?” Short lists, comparisons, and framing in answers replace the old ten blue links.
GEO makes core brand facts easier for models to extract, cite, and recommend. Information structure, authoritative sources, and semantic consistency drive trust. Not mentioned, outranked by competitors, or misstated are three different gaps—each needs its own fix.
Users decide in full sentences, not ten keyword links. Visibility means appearing in the answer.
Models trust verifiable facts and authoritative sources—not meta tags and link spam. Inconsistent messaging means every platform tells a different story.
SEO fails when you miss page one. GEO fails when you are not named, rivals take the top pick, or specs/indications are wrong.
Unify external messaging; build a brand fact layer AI can cite repeatedly with cross-platform semantic consistency.
Structured differentiation so AI reliably links selling points to credible evidence.
Monitor answer rank and comparison context on key intents—win recommendation slots.
Deep industry terms and frequent questions—raise odds of being named in vertical scenarios.
| Dimension | Traditional SEO | GEO |
|---|---|---|
| Optimization target | Search engine crawlers | AI large language models |
| User behavior | Search keywords, click links | Ask in full sentences for answers |
| Core metrics | Keyword ranking | Mention rate and recommendation rank |
| Content format | Web Meta & links | Structured knowledge & semantic sources |
| Impact evaluation | Click-through rate & traffic | Brand mentions and recommendation citations |
| Competition dimension | Keyword bidding | Answer rank & source weight |
| Failure mode | Not on page one | Not mentioned / misstated |
Demo answers are rarely just “good or bad”—three patterns dominate. Diagnosis splits them by question type, not one vague score.
Models start with generic category advice or loud competitors. Facts not repeatedly cited never reach paragraph one.
For each question, default first choice and alternates already exist. You may be on shelf but not in the sentence users ask.
Specs, audience, yields, or indications contradict official messaging. Wrong spreads faster than silence—especially in finance and healthcare.
GEO is not buying rank. Results depend on authoritative facts understood, cited, and consistently shown when users ask. The loop runs in six steps.
Set core terms, questions, cadence—mention rate, sentiment, citations.
Find unmentioned, competitor-dominated, or misstated questions—prioritize fixes.
Write citable, verifiable content into the fact library—consultant approval before publish.
Match channels to platform source preferences—avoid one-size copy, improve trust efficiency.
Re-run the same metrics—biweekly movement checks with raw answer replay.
Correct, fill gaps, counter competitors—next actions in reports, not verbal only.
Users already ask models “how to choose” and “is it right for me.” DAU drives how often answers are seen—miss these entry points and you miss the decision moment.
Doubao DAU per public data as of June 2026; Qianwen and Yuanbao use post–Spring Festival benchmarks; DeepSeek is adjusted from Q1 average activity. ChatGPT / Gemini are global entry points included in monitoring. Figures illustrate scale, not our sample values.
On DeepSeek, Doubao, and ERNIE users decide in one sentence. Check mention, rank, sentiment, and whether sources are yours—then choose what to fix.
Demo only—not live models. Full reports use your category and competitors across 14 platforms.
In this price band Toyota RAV4 and Honda CR-V dominate. For NEVs, Song PLUS appears more often. Adequate space and commuting is the consensus.
Family SUVs: space, efficiency, after-sales. RAV4 and CR-V are staples; Song PLUS leads NEV buzz. New brands get named but often rank lower.
Around 200k budget: check joint-venture reputation first, then NEVs. Models advertised at 600 km range may deliver ~60% in winter. When a brand is named, specs often get mixed with rivals.
In auto, after launch windows close, AI favors stable joint ventures and loud competitors.
Three offerings tied to one question list—product pages inside; this page routes traffic.
Client names are under NDA—no logos here. Public proof: question types we have run and the same acceptance metrics.
Users ask specs and comparisons first. Consulting aligns messaging and watches competitor slots so models do not mash your USPs with rivals.
Users ask “is it right for me” and “who is safer,” not keywords. Consulting tracks whether you enter the named sentence.
Gift, oil-control, and “safe investing” queries have short windows. Yields and indications must be reviewed before feeding—errors hurt more than absence.
In-house tech, human-machine collaboration, compliance discipline—how we deliver.
In-house semantic engine, DeepSeek-distilled industry models with VKG—projects not locked in third-party black boxes.
Consultants prioritize; platform scales; content human-reviewed before feeding.
No fake sources or inflation. Finance yields, medical indications, and government messaging per client review.
Strategy, content, monitoring, engineering, consulting in one project group. Online 7×12.
Finance, auto, healthcare, FMCG have ready question lists and templates—no GEO 101 from scratch.
Mention rate, sentiment, citations feed DZOS review—acceptance on shared metrics, not anecdotes.
Peers lock lead paths: submit info, scan, report, consultant call. We follow that path—wired to DZOS and five-to-one pods, not demo forms.
Brand, category, competitors, compliance bounds—industry templates align question lists same day.
Run real user questions on 14 platforms including DeepSeek, Doubao, and ERNIE—PC and app.
Visibility matrix, competitor paths, messaging gaps, 30-day priorities—replay raw answers.
Read the report—monitoring, optimization, or full funnel. Five-to-one pod joins.
Click demo industries for the three-column answers. Others go to solution pages.
Peers show report layouts. We do not fake scores—only deliverables. Demo below; production reports use your category and competitors.
Brand presence and rank across models—mentioned or not, position, platform gaps.
In frequent questions—first choice vs alternate; which competitor columns fill the same phrasing.
Which source AI cites about you—errors, narrow framing, or rival specs listed.
Which 20 questions to fix first, which sources to add—not concepts, a next-sprint checklist.
Gap list and 30-day roadmap below—no fake scores on this screen.
Free visibility diagnosis across 14 platforms including DeepSeek, Doubao, Tongyi, ERNIE, ChatGPT, and Gemini.
A partner for brand visibility in AI search and chat — GEO strategy, DZOS monitoring, and consultant support.