AI Visibility Lab
Mobile Proxies for Testing Your Brand's AI Presence
Access real mobile IPs from our current locations to test how ChatGPT, Perplexity, Google AI Overviews, Copilot, and Gemini answer questions about your brand. Run reproducible multi-geo audits with authentic carrier connections (Verizon, T-Mobile, Vodafone, Three).
Built for brands, SaaS companies and digital agencies working on Answer Engine Optimization
Key Metrics Tracked
Why AI Visibility Matters in Late-2026
AI Overviews are now mainstream, fundamentally changing how users discover brands and make decisions
AIO is Mainstream
Google reports AI Overviews now serve 2 billion monthly users across 200+ countries in 40+ languages (Google I/O 2026 + Q2 2026 earnings).
Source: Google for Developers Blog, TechCrunch earnings coverage
Behavioral Shift
Pew Research finds users click fewer links when an AIO appears. 58% of U.S. users saw at least one AIO in March 2026.
Implication: "In-answer" presence matters more than ever.
Source: Pew Research Center (July 2026)
Answer Engines Diversify
Perplexity signs content deals with Le Monde, Tripadvisor, and others, shaping what gets cited and shown to users. Comet browser integration expands reach.
Source: Reuters, The Verge
Enterprise Convergence
Copilot Search blends cited AI answers with classic results. Enterprise and consumer search behavior are converging rapidly.
Source: Microsoft Blog, product release notes
The Visibility Crisis
If you're not visible inside AI answers, you're invisible to a growing share of searchers. Traditional SEO rankings matter less when users get answers without clicking through. Answer Engine Optimization (AEO) is no longer optional - it's essential for brand discovery in 2026.
What "AI Visibility" Actually Measures
Five critical KPIs for understanding your brand's presence in AI-generated answers
Inclusion Rate (IR)
Percentage of prompts where your brand appears in AI-generated answers. Core metric for understanding baseline visibility across ChatGPT, Perplexity, Copilot, Gemini, and Google AIO.
Answer Share (AS)
Share of mentions across all brands in the answer, weighted by section prominence. Measures competitive positioning within multi-brand answers.
Citation Footprint Index (CFI)
Count and authority score of sources cited for your brand. Tracks which publications and documentation answer engines rely on.
Geo Fidelity Score (GFS)
Percentage of answers reflecting correct local context - US offers, retailers, pricing. Critical for multi-market brands.
Entity Health Score (EHS)
Completeness and freshness of canonical facts answer engines use. Measures how well engines understand your brand's core attributes.
Platform-Specific KPIs
Citation patterns differ significantly across ChatGPT, Google AIO, and Perplexity. Build your measurement framework accordingly - what works for AIO optimization may not apply to Perplexity's publisher-partnership model.
Reference: Profound Research Blog on platform citation behaviors
Where We Measure AI Visibility
Comprehensive tracking across five major answer engines with distinct citation behaviors
Google AI Overviews
AI Overviews + AI Mode serving 2B+ monthly users across 200+ countries in 40+ languages. Track inclusion and citation patterns.
Learn morePerplexity
Web answers with explicit citations. Expanding via publisher partnerships (Le Monde, Tripadvisor) and Comet browser integration.
Learn moreMicrosoft Copilot
Cited AI answers blended with search results. Enterprise search behavior converging with consumer patterns.
Learn moreChatGPT Search
Track answer presence and cited links when available. Seat/API dependent tracking for enterprise deployments.
Learn moreGemini
Track inclusion where AI features surface answers and citations across Google's ecosystem.
Learn moreWhy Mobile Proxies for AI Testing?
Real carrier IPs deliver authentic user context and reproducible results that datacenter proxies can't match
Real Carrier IPs
Real carrier IPs (Verizon, T-Mobile, Vodafone, Three) deliver authentic mobile connections that tend to see fewer rate limits and CAPTCHAs than datacenter ranges.
Sticky 24h Sessions
Maintain the same mobile IP for 24 hours, enabling reproducible testing. Query the same engine multiple times without triggering suspicious behavior patterns. Critical for tracking answer changes over time.
Fewer Rate Limits
Datacenter proxies often trigger aggressive throttling. Mobile IPs reflect authentic user patterns, so paced testing with your own tools runs into fewer limits.
Multi-Country Coverage
Test AI answers across the US, UK, Germany, Italy, the Netherlands and other markets in our catalog with authentic local carrier IPs. Discover geo-specific answer variations that desktop proxies can't replicate.
Infrastructure for Compliant Testing
Our mobile proxies provide the IP infrastructure layer for your testing tools. We deliver legitimate carrier-grade IPs with high trust scores - how you use them is your responsibility. Best practices: use official APIs where available, implement proper rate limiting, and follow each platform's Terms of Service. Mobile IPs simply ensure you're not flagged for using suspicious datacenter ranges.
Learn more: See our documentation for integration examples with Selenium, Playwright, and API clients
Recommended Mobile Proxy Setups
Choose the right mobile proxy configuration for your AI testing needs - from single-market baseline to multi-geo enterprise automation
Single-Market Testing
Test one market baseline
Multi-Geo Testing
Compare across 5 markets
You bring the testing tools - we provide the mobile proxy infrastructure. Every setup uses real carrier IPs.
Our Audit Methodology
Rigorous, reproducible testing with compliance-first execution and multi-layer validation
1. Prompt Panel Design
Map intents across five dimensions per engine ร geo:
- Brand: Direct brand queries
- Category: "Best [category]" searches
- Alternative: "X vs Y" comparisons
- Problem-Solution: "How to fix [pain point]"
- How-to: Implementation guides
2. Execution Modes
Strict Compliance (default):
Official APIs/endpoints where available; supervised human runs for engines without automation support
Research Mode (opt-in):
Controlled headless harness where permitted; throttling; robots respect; full audit logs
3. Parsing Pipeline
Nightly batch processing:
- Normalize answers across engines
- Extract entities, citations, sentiment
- Compute IR/AS/CFI/GFS/EHS metrics
- Generate trend deltas (WoW/MoM)
4. Validation
- Replicate 10% of runs on secondary IP/device
- Diff against prior week to detect anomalies
- Flag low-confidence results for manual review
- Maintain audit trail for compliance verification
Why Methodology Matters
Answer engines differ significantly in how they cite and assemble answers. Google AIO's citation behavior diverges from Perplexity's publisher-partnership model. Your pipeline must capture these nuances or risk drawing false conclusions about what works.
Reference: Profound Research Blog on platform citation methodologies
Playbooks That Move the Needle
Six high-impact strategies to improve Inclusion Rate, Answer Share, and Citation Footprint
Entity Hardening
Create canonical 'About / Pricing / Specs / Compare' pages with structured JSON-LD. Keep facts synced with product docs to ensure engines extract accurate, complete information.
Citation Seeding
Target publications and documentation that answer engines already cite. Partner ecosystems and trusted outlets carry more weight than generic press releases.
Gap Pages
Address recurring prompts with dedicated pages: 'best X for Y', 'vs.' comparison pages, implementation FAQs. Fill content gaps competitors haven't addressed.
Reputation Hygiene
Align claims across your site, app stores, documentation, and help center. Contradictions suppress inclusion as engines can't determine truth.
Structured Data Excellence
Implement Organization, Product, Service, and FAQ schema markup. Engines rely heavily on structured data for confident fact extraction.
Third-Party Validation
Build presence in review sites, industry directories, and comparison platforms that answer engines trust as authoritative sources.
Compound Effects
These playbooks work best in combination. Entity hardening creates the foundation; citation seeding amplifies reach; gap pages capture long-tail opportunities. Most successful AEO programs implement 3-4 playbooks simultaneously with weekly PULSE tracking to measure incremental gains.
Illustrative Scenario: SaaS PM Tool
SITUATION
SaaS PM tool invisible in AIO/Perplexity for 'best project management tool'
0% Inclusion Rate across 50 high-intent prompts; competitors dominating answer space
ACTION
- Entity hardening: canonical About/Pricing/Compare pages + JSON-LD
- Third-party citation seeding in publications engines already trust
- Weekly PULSE monitoring across US/UK geos
- Gap pages for recurring 'vs.' and 'best for Y' queries
RESULTS (30-45 days)
Note: Click impact varies by query type. Pew Research and industry studies show lower CTR overall when AIO appears, making in-answer presence critical for brand visibility.
Frequently Asked Questions
Common questions about mobile proxies for AI testing, infrastructure specs, and integration
Ready to Test Your AI Visibility Across Markets?
Get real mobile IPs from the US, UK, Germany and other countries in our catalog. Start testing how ChatGPT, Perplexity, Google AI Overviews, Copilot, and Gemini answer questions about your brand with authentic carrier connections.
Free Proxy Testing Tools
Comprehensive suite of professional testing tools to verify connectivity, detect leaks, and ensure optimal performance.
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Automate with the API, MCP or CLI
Check stock, rotate IPs and fetch connection details from code or an AI agent.
API token: dashboard.coronium.io - Account - API Access
Packages: coronium-proxy-mcp@2.1.0, coronium-sdk@1.0.0, coronium-cli@1.0.0