AI Visibility Lab
Access real mobile IPs from 30+ countries 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, AT&T, Vodafone, EE).
Why AI Visibility Matters in Late-2026
AI Overviews are now mainstream, fundamentally changing how users discover brands and make decisions
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 optionalโit's essential for brand discovery in 2026.
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
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)
Perplexity signs content deals with Le Monde, Tripadvisor, and others, shaping what gets cited and shown to users. Comet browser integration expands reach.
Copilot Search blends cited AI answers with classic results. Enterprise and consumer search behavior are converging rapidly.
Source: Microsoft Blog, product release notes
What "AI Visibility" Actually Measures
Five critical KPIs for understanding your brand's presence in AI-generated answers
Platform-Specific KPIs
Citation patterns differ significantly across ChatGPT, Google AIO, and Perplexity. Build your measurement framework accordinglyโwhat works for AIO optimization may not apply to Perplexity's publisher-partnership model.
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.
Share of mentions across all brands in the answer, weighted by section prominence. Measures competitive positioning within multi-brand answers.
Count and authority score of sources cited for your brand. Tracks which publications and documentation answer engines rely on.
Percentage of answers reflecting correct local context - US offers, retailers, pricing. Critical for multi-market brands.
Completeness and freshness of canonical facts answer engines use. Measures how well engines understand your brand's core attributes.
Reference: Profound Research Blog on platform citation behaviors
Where We Measure AI Visibility
Comprehensive tracking across five major answer engines with distinct citation behaviors
AI Overviews + AI Mode serving 2B+ monthly users across 200+ countries in 40+ languages. Track inclusion and citation patterns.
Web answers with explicit citations. Expanding via publisher partnerships (Le Monde, Tripadvisor) and Comet browser integration.
Cited AI answers blended with search results. Enterprise search behavior converging with consumer patterns.
Track answer presence and cited links when available. Seat/API dependent tracking for enterprise deployments.
Track inclusion where AI features surface answers and citations across Google's ecosystem.
Why Mobile Proxies for AI Testing?
Real carrier IPs deliver authentic user context and reproducible results that datacenter proxies can't match
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 scoresโhow 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.
Real carrier IPs (Verizon, AT&T, Vodafone, EE) deliver authentic mobile connections that avoid rate limits and CAPTCHAs. AI engines treat mobile IPs as legitimate users, not bots.
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.
Unlike datacenter proxies that trigger aggressive throttling, mobile IPs reflect authentic user patterns. Test freely without hitting API limits or account restrictions when using your own testing tools.
Test AI answers across US, UK, CA, DE, FR, and 25+ markets with authentic local carrier IPs. Discover geo-specific answer variations that desktop proxies can't replicate.
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 needsโfrom single-market baseline to multi-geo enterprise automation
Single-Market Testing
Test one market baseline
Multi-Geo Testing
Compare across 5 markets
Enterprise Automation
Large-scale monitoring
You bring the testing toolsโwe provide the mobile proxy infrastructure. All plans include real carrier IPs with 95%+ trust scores.
- 1 dedicated mobile IP (sticky 24h sessions)
- Unlimited bandwidth for prompt testing
- HTTP/SOCKS5 with API rotation
- 95%+ trust score - zero rate limits
- Perfect for: Baseline AI visibility audit
- 5 dedicated mobile IPs (one per country)
- Sticky sessions for reproducible testing
- Run parallel tests across markets
- Real carrier IPs (Verizon, Vodafone, etc)
- Perfect for: International brands, AEO agencies
- 50-100 mobile IPs across target markets
- API-driven rotation and session management
- Whitelisted for intensive automation
- Priority support + custom configurations
- Perfect for: Large agencies, enterprise SaaS
Our Audit Methodology
Rigorous, reproducible testing with compliance-first execution and multi-layer validation
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.
Map intents across five dimensions per engine ร geo:
Official APIs/endpoints where available; supervised human runs for engines without automation support
Controlled headless harness where permitted; throttling; robots respect; full audit logs
Reference: Profound Research Blog on platform citation methodologies
- Brand: Direct brand queries
- Category: "Best [category]" searches
- Alternative: "X vs Y" comparisons
- Problem-Solution: "How to fix [pain point]"
- How-to: Implementation guides
- Normalize answers across engines
- Extract entities, citations, sentiment
- Compute IR/AS/CFI/GFS/EHS metrics
- Generate trend deltas (WoW/MoM)
- 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
Playbooks That Move the Needle
Six high-impact strategies to improve Inclusion Rate, Answer Share, and Citation Footprint
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.
Create canonical 'About / Pricing / Specs / Compare' pages with structured JSON-LD. Keep facts synced with product docs to ensure engines extract accurate, complete information.
Target publications and documentation that answer engines already cite. Partner ecosystems and trusted outlets carry more weight than generic press releases.
Address recurring prompts with dedicated pages: 'best X for Y', 'vs.' comparison pages, implementation FAQs. Fill content gaps competitors haven't addressed.
Align claims across your site, app stores, documentation, and help center. Contradictions suppress inclusion as engines can't determine truth.
Implement Organization, Product, Service, and FAQ schema markup. Engines rely heavily on structured data for confident fact extraction.
Build presence in review sites, industry directories, and comparison platforms that answer engines trust as authoritative sources.
Real Results: SaaS PM Tool Case Study
SaaS PM tool invisible in AIO/Perplexity for 'best project management tool'
SITUATION
SaaS PM tool invisible in AIO/Perplexity for 'best project management tool'
ACTION
Entity hardening: canonical About/Pricing/Compare pages + JSON-LDThird-party citation seeding in publications engines already trustWeekly PULSE monitoring across US/UK geosGap pages for recurring 'vs.' and 'best for Y' queries
RESULTS (30-45 days)
+42 pts Inclusion Rate (0% โ 42%)+18% Answer Share in multi-brand responsesCitations from 7 new authoritative outletsUS/UK geo parity achieved (< 5% variance)
0% Inclusion Rate across 50 high-intent prompts; competitors dominating answer space
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.
- 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
- +42 pts Inclusion Rate (0% โ 42%)
- +18% Answer Share in multi-brand responses
- Citations from 7 new authoritative outlets
- US/UK geo parity achieved (< 5% variance)
Frequently Asked Questions
Do you provide AI visibility testing or scanning services?
Why use mobile IPs instead of datacenter proxies for AI visibility testing?
What countries and carriers do you support?
How do sticky sessions work and why are they important?
Can I use these proxies with automation tools like Selenium or Puppeteer?
What's the difference between your proxy plans?
How quickly can I get started?
Are these proxies compliant with Terms of Service?
Ready to Test Your AI Visibility Across Markets?
Get real mobile IPs from US, UK, CA, DE, and 26 more countries. Start testing how ChatGPT, Perplexity, Google AI Overviews, Copilot, and Gemini answer questions about your brand with authentic carrier connections.
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