GEO Foundations
What kind of site structure makes AI more likely to cite you?
If a model cannot locate the answer, judge trust, and extract a quotable passage within seconds, the page is unlikely to become a stable source.
2026-05-286 min
Generative Engine Optimization · Private beta
Make Your Brand Seen by AI
Tanci helps growth teams systematically lift content visibilityacross Doubao, DeepSeek, Qianwen, Kimi, Wenxin, Yibao, Claude, Gemini, Perplexity and ChatGPT and other generative engines/agents — from question discovery to structured production, distribution and monitoring.
LATEST ARTICLES
We continuously publish articles about GEO, AI visibility, structured content, citation signals, and compliance so the homepage carries not only positioning, but also citable fresh content.
Content Engineering
How should an FAQ page be written for ChatGPT, Claude, and Perplexity?
FAQ is one of the most model-friendly page formats, but only when the questions are real and the answers are directly quotable.
2026-05-297 min
Citation Signals
Why does brand entity consistency affect whether AI cites you?
When the same company is described differently across its own website, social bios, and external mentions, it becomes harder for AI to unify those sources into one entity.
2026-05-305 min
CAPABILITIES
CAPABILITY / 01
Visibility diagnostics
Quantify mention rate, citation sources and sentiment for the real questions in your industry across leading AI engines.
// DIAGNOSTICReal-time
CAPABILITY / 02
Structured content production
Generate AI-friendly content (FAQ, comparisons, reviews) from key questions and your brand assets.
// PRODUCEAI-native
CAPABILITY / 03
Distribution & monitoring loop
Distribute content to sources that AI engines actually cite, and watch visibility evolve on a continuous monitoring cycle.
// LOOPClosed loop
TRUST PROOF
We are not just shipping a marketing interface. We are building a GEO system that can keep evolving in production. The team includes members from institutions such as NUDT, RWTH Aachen, and HKUST, along with senior operators and architects from major internet companies including Tencent.
20+
Core team members across algorithms, engineering, operations, and delivery
10+
Patents, software copyrights, and trademark assets accumulated
10+
Industry delivery tracks continuously refined
10+
Major domestic and global AI platforms continuously monitored
BARRIER / 01
The founder has received a national academic technology-progress award, and the team keeps turning frontier AI capability into deployable products through engineering discipline.
BARRIER / 02
Our shadow model and content-review model work as a dual foundation, balancing AI-visibility monitoring accuracy with strict data and content-compliance boundaries.
BARRIER / 03
We invest in durable assets across Q&A corpora, vertical templates, platform monitoring, and citation-source rules instead of relying on short-term traffic tricks.
AI PLATFORMS
We continuously track retrieval and citation behavior across leading generative search engines — from ChatGPT, Claude and Gemini to Wenxin, Doubao, Qwen and Kimi — so your brand answer stays consistently visible across platforms.
WORKFLOW
STEP 01 / Question mining
Find what your audience actually asks AI
Start from an industry question graph, combined with search terms, social discussions and sales signals to surface the highest-value prompts for your brand.
STEP 02 / Content production
Produce structured content AI loves to cite
Auto-generate FAQ, comparison, review and case study formats from your questions and brand assets — aligned with how LLMs retrieve and quote.
STEP 03 / Multi-channel distribution
Distribute to the sources AI actually pulls from
Industry directories, knowledge communities, content alliances, official knowledge bases — hit the citation sources LLMs really crawl, not generic traffic sites.
STEP 04 / Monitoring loop
Track visibility continuously, feed the next iteration
Daily monitoring of mention rate, citation sources and sentiment across multiple AI engines — feeding insight back into question mining and content strategy.