The Intelligence Platform for AI Brand Visibility
Monitor how AI engines recommend your brand. Detect what's wrong. Measure what works. Shape what comes next.
| Platform | SOV | Δ | Sentiment |
|---|---|---|---|
| ChatGPT | 51% | +4.1 | 72 |
| Perplexity | 63% | +5.2 | 78 |
| Gemini | 38% | +2.8 | 61 |
| Claude | 29% | -0.8 | 55 |
| AI Overviews | 44% | +3.1 | 65 |
| Grok | 22% | +1.4 | 48 |
156%
YoY growth in AI search adoption across B2B discovery channels
40%
of AI brand mentions are inaccurate — fabricated features, wrong pricing, confused competitors
2–4
brands cited per AI response. Every recommendation your competitor wins is one you lose.
Four modules. One closed loop.
Sill tracks your AI search visibility daily, analyzes what's driving results, generates prioritized recommendations, and runs rigorous experiments to prove which changes moved the needle.
Detection, strategy, and proof — in one system.
| Prompt | Visibility | Tier |
|---|---|---|
| best project management tools for enterprises | 57%+4.1 | Defend |
| asana vs monday vs clickup comparison 2026 | 63%+5.2 | Defend |
| enterprise task management software | 42%+2.8 | Grow |
| how to improve team productivity with software | 35%+1.7 | Grow |
| project management for remote teams | 28%-0.8 | Aspire |
| kanban board software for startups | 19%+0.4 | Aspire |
| workflow automation platforms comparison | 44%+3.1 | Grow |
| best tools for agile project management | 51%+2.0 | Defend |
| project planning software for mid-market | 38%+1.4 | Grow |
| task management app with time tracking | 22%+0.9 | Aspire |
| best collaboration tools for hybrid teams | 41%+2.5 | Grow |
| enterprise project portfolio management | 55%+3.8 | Defend |
Built for the Teams That Own AI Search
SEO & AEO Teams
Track Share of Voice daily, get prioritized recommendations, and prove GEO changes worked with rigorous experiments.
Learn moreContent Teams
Know exactly what content to create or update, with step-by-step action specs and statistical proof of impact.
Learn moreLeadership
Competitive benchmarking dashboards and shareable experiment reports that prove AI search ROI to the board.
Learn moreAgencies
Multi-brand monitoring with per-brand subscriptions. Client-ready reports and competitive intelligence across categories.
Learn moreIntelligence layers you won't find anywhere else
Sill goes beyond visibility scores. These features expose what AI engines actually do behind the scenes — and what they get wrong.
Detect hallucinations before your customers do
AI engines fabricate features, misquote pricing, and position competitors against weaknesses you don't have. Watchdog builds a verified fact profile and checks every AI response against it.
- Fact profile built from your verified company data
- Continuous monitoring for inaccuracies and misattributions
- Alerts for single-model anomalies and hallucinated claims
| Claim | Source | Status |
|---|---|---|
| Acme offers a free tier with 5 users | ChatGPT | Verified |
| Acme pricing starts at $29/mo | Gemini | Incorrect |
| Acme integrates with Salesforce | Perplexity | Verified |
| Acme was founded in 2019 | ChatGPT | Incorrect |
| Acme supports SSO on all plans | Claude | Outdated |
| Acme has 10,000+ customers | AI Overviews | Unverified |
| Acme acquired DataSync in 2024 | Gemini | Incorrect |
| Acme offers 99.9% uptime SLA | Perplexity | Verified |
| Acme competitors include Monday, Asana | ChatGPT | Verified |
| Acme API supports GraphQL | Claude | Outdated |
| Acme has SOC 2 Type II certification | AI Overviews | Verified |
See the sub-queries AI runs behind the scenes
When someone asks ChatGPT a question, it silently fans out into multiple sub-queries. Sill captures every fan-out, classifies its purpose, and shows which ones mention your brand.
- Captures fan-out queries from ChatGPT, Perplexity, and Grok
- Classifies each sub-query by purpose (comparison, pricing, review)
- Shows where your brand appears — and where it doesn't
| Sub-Query | Purpose | Brand |
|---|---|---|
| enterprise project management pricing comparison | Pricing | Yes |
| asana vs monday vs clickup features 2026 | Comparison | No |
| project management tools G2 reviews 2026 | Reviews | Yes |
| enterprise workflow automation security compliance | Technical | No |
| acme project management customer case studies | Brand | Yes |
| remote team collaboration tool comparison | Comparison | No |
| project management software data migration | Technical | No |
| acme vs jira for agile teams pricing | Pricing | Yes |
| best project management integrations slack | Features | Yes |
| enterprise PM tool onboarding time comparison | Comparison | No |
| acme project management API documentation | Brand | Yes |
From our research to your roadmap
AI search evolves fast. Our research team tracks what's changing, what's working, and shares the reports you need to stay ahead.
Browse All ResearchAI gets your brand wrong
of the time in AI answers, according to our accuracy audit across 6 platforms.
Read the AuditAI results change
and single-point checks are misleading. Continuous monitoring is the only reliable signal.
Read the AnalysisGhost citations affect
brands — AI uses your content but credits a competitor. We measured the scale.
Read the ResearchRe-cited URLs predict
of future AI brand positioning. The anchors that persist define your visibility.
Read the StudySimple, transparent pricing.
Sill offers subscription plans for AI search analytics: monitoring, analysis, and experimentation across six AI platforms.
Start for free or scale with ongoing monitoring.
Free
- 2-week Basic plan trial included
- Up to 5 prompts after trial
- 6 AI platforms monitored
- Basic Share of Voice overview
- Pulse visibility dashboard
Support
Community support
Integrations
Basic
Best For
Exploring the platform
Basic
- Up to 120 prompts across 6+ platforms
- Pulse, Vanguard, Compass, Lab
- Watchdog hallucination alerts
- CMS change detection
- GA4 traffic attribution
- Competitive benchmarking (3 brands)
- Lab: 1–2 concurrent experiments
Support
Email support; guided onboarding
Integrations
Standard (GA4, CMS webhooks)
Best For
Small businesses; solo operators

Pro
- Up to 360 prompts across 6+ platforms
- All Pulse, Vanguard, Compass modules
- Lab: 5–6 concurrent experiments
- Competitive benchmarking (6 brands)
- Query fan-out analysis
- PDF export reports
- Advanced D/G/A query classification
Support
Priority email & chat
Integrations
Standard (GA4, CMS webhooks)
Best For
Growing brands; AEO teams
Enterprise
- Custom prompt volume
- Unlimited concurrent experiments
- Multi-brand dashboard
- Per-brand subscriptions
- Local AI & agentic platforms
- White-label reporting
Support
Dedicated account manager; SLA
Integrations
Custom + white-label
Best For
Agencies; multi-brand teams
Know where you stand in AI search.
Request a demo to see your brand's AI search visibility, competitive positioning, and actionable recommendations across all major AI platforms.
Get a personalized walkthrough and see how AI search engines perceive your brand today.
Questions
Common questions about Sill's AI visibility platform, Decision Boundary simulations, and Generative Optimization methodology.


