SEO-GEO · Generative Engine Optimization Platform
SEO-GEO is operated by 23 Zhisou Technology (Xiamen) Co., Ltd. It provides visibility diagnostics, content production and citation tracking for generative search engines including ChatGPT, Perplexity, Google AI Overviews, Doubao, Kimi and DeepSeek. The platform publishes its scoring algorithms and weights, labels thin samples honestly, and never promises rankings or timelines.
SEO-GEO is a GEO workbench that closes the loop across site diagnosis, keyword and topic planning, content production, publishing and citation monitoring.
Core capabilities
- GEO Authority Score (GAS): an open-algorithm domain readiness score with a public reference script
- Multi-engine citation monitoring across ChatGPT, Perplexity, Doubao, Kimi and DeepSeek
- Keyword matrices and prompt libraries across brand, category and problem layers
- Long-form pipeline with source provenance, human top-up markers and a pre-delivery review gate
- Index push, index detection and 72-hour / 4-week / 12-week post-publish tracking
- Enterprise API: GEO reports, competitor analysis, white-label client reports and webhooks
Four stages the platform covers
Site diagnosis: technical SEO, structured data, AI crawler reachability and the GEO Authority Score (GAS). Keywords and topics: prompt libraries, competitor gaps, long-tail flanks. Content production: long-form pipelines with source provenance and human top-up. Publishing and monitoring: index push, rank tracking, multi-engine share of voice. All four share one domain profile, so a diagnosis converts directly into content tasks and citation data flows back into the next round.
Why GEO, not only SEO
Classic SEO optimises for rank position. Generative Engine Optimization optimises for the probability of being cited by a model. Both share the same technical base — crawlable, parseable, structured — but GEO additionally requires extractable answers, consistent entities and verifiable sources. As users increasingly get conclusions inside AI answers, rank-only optimisation loses that invisible exposure.
Who the platform is for
SMBs and indie site owners get a baseline from free tools before spending anything. Content teams organise volume production with prompt libraries, the article pipeline and a content calendar. Agencies deliver at scale with white-label client reports and the enterprise API. Cross-border brands work bilingually across international and Chinese models.
How to get started
Start with the no-login tools such as the GEO Authority Score and the AI citation simulator. Then register and run a domain scan to get evidence-backed deductions. Follow the seven-stage playbook — each stage maps to modules with a definition of done. Finally, register every published piece for tracking and review real citation data.
Data and methodology principles
Every score publishes its algorithm and weights and can be reproduced by a third party with our public reference script. Measured metrics are labelled as insufficient sample when the sample is small; we make no causal claims and promise no specific ranking or timeline. Content output must pass source attribution and human top-up gates — no unsourced statistics, no fabricated bylines.
Classic SEO vs Generative Engine Optimization (GEO)
| Dimension | Classic SEO | Generative Engine Optimization (GEO) |
|---|---|---|
| Goal | Rank positions and clicks | Being cited and adopted inside AI answers |
| Retrieval | Keyword matching and link authority | Semantic recall, entities and source trust |
| Content bar | Cover search intent | Extractable answers with verifiable data |
| Technical base | Crawlability, sitemap, structured data | Same base plus llms.txt and AI-crawler access |
| Measurement | Rankings, CTR, organic traffic | Citation rate, share of voice, answer adoption |
Frequently asked questions
Does GEO replace SEO?
No. GEO sits on top of the SEO technical base. Rankings win clicks; citations win mentions inside AI answers. Both run in parallel.
Do I need to install a script on my site?
No. Diagnostics rely on publicly crawlable pages, robots.txt, sitemap and structured data. No tag installation is required.
References
By the 23SEOGEO team · Last updated: