Why Measurement Matters
You can’t optimise what you can’t measure. Traditional SEO metrics — keyword rankings, click-through rates — don’t apply to AI search. When someone asks ChatGPT for a recommendation, there’s no ranking, no SERP position, no click to track.
This gap is why most brands have no idea whether AI platforms recommend them or ignore them. The brands that close this gap first gain a decisive competitive advantage.
💡 Tocanan developed the AIGVR framework to solve this — daily, platform-by-platform visibility tracking across Western and Chinese AI platforms.
The AIGVR Framework
AI-Generated Visibility Rate (AIGVR) is the core metric. It answers: when consumers ask AI platforms questions in your industry, how often does your brand appear?
The Formula
Breaking It Down
- Tracked Queries: Industry-relevant questions consumers ask AI platforms (‘best luxury hotels in Hong Kong’, ‘hotel recommendations for business travel Asia’)
- Brand Mentions: Any instance where the AI names your brand — recommendation, comparison, or reference
- Platform Scope: Calculate per-platform and aggregate AIGVR separately
Example
A fintech brand tracks 50 questions across 6 platforms (300 query-platform pairs). Brand appears in 12 responses. Aggregate AIGVR: 4.0%. Breakdown: Perplexity 12%, Gemini 8%, ChatGPT 0%, DeepSeek 0%. This tells them exactly where to focus.
Key Metrics Beyond AIGVR
Domain Link Count (Citation)
In GEO, ‘citation’ means the number of links pointing to your domain in AI responses. When Perplexity includes a URL to your website, that’s a citation. When Gemini links to your FAQ page, that’s another.
Domain link count is the most actionable GEO metric:
- Directly drives referral traffic — users click these links
- Indicates how authoritative the AI considers your content
- Measurable and comparable across platforms and time
- Multiple links in one response = stronger endorsement
Position Score
Where does your brand appear in the answer? First mention is far more valuable than a passing reference near the end. Position 1 (primary recommendation) vs Position 5 (afterthought in a list).
Sentiment Accuracy
Does the AI describe your brand correctly? Wrong features, outdated pricing, or another brand’s problems attributed to you is worse than no mention. Tocanan’s tracking catches misrepresentations before they damage your brand.
Share of Voice (SOV)
Your percentage of all AI mentions and domain links in your category vs. the industry. Track weekly to spot competitive movements early.
Platform Coverage
Which AI platforms mention you and which don’t? A brand visible on Perplexity but invisible on ChatGPT has a coverage gap.
Platform-by-Platform Measurement Guide
ChatGPT (OpenAI)
- Source: Training data + live web search (ChatGPT search mode pulls real-time results)
- Update cycle: Search mode reflects current web; base knowledge updates with model releases
- Best practice: Always test with search mode enabled for the most current picture
- Domain links: Search mode includes source URLs — track how often your domain appears
Perplexity
- Source: Live web search for every query — always current
- Update cycle: Real-time — content changes reflect within 1-3 days
- Domain links: Always shows source citations — highest link density of any AI platform
- Best for: Fastest feedback loop on GEO improvements
Google Gemini and AI Overview
- Source: Live Google Search + Knowledge Graph + training data
- Update cycle: Near real-time for search content; days for Knowledge Graph
- Domain links: Often cites same sources as top organic results
- Key lever: Schema markup (FAQPage, HowTo) has outsized impact
DeepSeek, Kimi, and Chinese AI
- Source: Chinese web, Baidu index, Zhihu, Xiaohongshu, academic papers
- Update cycle: Model-dependent — weeks to months
- Test in Chinese: English-only content rarely surfaces
- Key lever: Presence on Xiaohongshu, Zhihu, Baidu Baike
Tocanan is a provider tracking all these platforms in a single dashboard.
DIY Audit: Getting Started
Step 1: Define Your Query Set
List 20-50 questions consumers would ask AI platforms about your industry. Include discovery (‘best X’), comparison (‘X vs Y’), and feature questions.
Step 2: Run a Baseline
Use audit.tocanan.ai for an instant baseline — AIGVR score, competitor comparison, gap analysis.
Step 3: Identify Gaps
Which questions return zero mentions or zero domain links? These are your highest-priority targets.
Step 4: Benchmark
Check competitor visibility on the same queries. Industry-wide gap (nobody cited) vs brand-specific gap (they’re cited, you’re not) requires different strategies.
Step 5: Continuous Monitoring
GEO is not one-time. AI answers change as models update and competitors optimise. Tocanan’s monitoring runs daily across all platforms.
The Tocanan GEO Flywheel
Measurement alone doesn’t move the needle. What matters is how you act on the data — and how that action feeds back into better intelligence. Tocanan’s GEO Flywheel is a continuous loop that compounds visibility gains over time:
Foresight → Action → Monitor → Insight → Foresight → …
Foresight
Predict what questions consumers will ask AI platforms next — before competitors do. Tocanan’s GEO Foresight uses social listening data and trending topic analysis to identify emerging queries, giving you a content head start.
Action
Execute targeted optimisation: publish FAQ-rich content with schema markup, build third-party citations, fix sentiment inaccuracies, and close platform coverage gaps. GEO Action turns intelligence into concrete changes that AI platforms pick up.
Monitor
Track the impact daily across AI platforms — Western and Chinese. Measure AIGVR, domain link count, sentiment accuracy, and competitive SOV. GEO Monitoring runs automated checks every few hours so you never miss a shift.
Insight
Analyse what worked, what didn’t, and why. Which content drove domain link increases? Which platforms responded fastest? Where are competitors gaining? These insights feed directly back into Foresight — and the cycle accelerates.
Each rotation of the flywheel compounds your advantage. The brands running this loop continuously will outpace those doing one-off audits — because AI platforms reward consistency and authority over time.
The GEO Flywheel is how Tocanan turns measurement into momentum. Start the loop at audit.tocanan.ai.
What Does Good Look Like?
Rather than generic benchmarks, here’s how to interpret your numbers:
Baseline Reality
- Most brands start at 0-2% AIGVR — invisible on the majority of queries
- The gap between most-cited and least-cited brand in a category can be 30x or more
What Moves the Needle
- FAQ schema + structured data: typically +1-3pp AIGVR within 2-4 weeks on live-search platforms
- Third-party listings: +2-4pp on tool/service discovery questions
- Sustained content publishing: compounding over 3-6 months
Frequently Asked Questions
What does ‘citation’ mean in GEO?
Citation = domain links. The number of URLs pointing to your domain in AI-generated responses. Each link drives referral traffic and signals AI endorsement.
Can I measure AI visibility without a paid tool?
Yes — manually query each AI platform and record mentions. This doesn’t scale past 20-30 queries. audit.tocanan.ai provides a free instant baseline.
Why do I appear on Perplexity but not ChatGPT?
Perplexity uses live web search (recent content appears fast). ChatGPT uses search mode + training data. Test with ChatGPT search enabled for the most current picture.
How long to improve AIGVR?
Live-search platforms: 3-7 days. Training-data platforms: weeks to months. Third-party listings: 2-4 weeks.
What is the relationship between SEO and GEO?
Complementary but distinct. High rankings help with Google AI Overview but don’t guarantee ChatGPT or DeepSeek visibility. Track both.
Start measuring at audit.tocanan.ai — instant results, no signup.
