Our Roadmap
We've been heads down building Sill, and it's time to share where we're going. Here's our timeline — what's live today, what's coming soon, and where we're headed.
Reports
Comprehensive AI visibility analysis
Self-Serve Reports
Run your own reports from the dashboard
Visibility Dashboard
Continuous AI visibility monitoring
Experimentation Platform
Counterfactual Decision Boundary simulations
Reports Are Live
Sill's AI visibility reports are available now, providing a comprehensive baseline of how AI engines perceive and recommend your brand.
Today, you can get a full AI visibility report for your brand. We built Reports as the foundation for everything else. That's because before you can optimize anything, you need to know where you stand.
Here's what you get:
- Overall Visibility Score: A single number (0-100) that tells you how often AI models recommend your brand across all platforms
- Platform Breakdown: Individual scores for ChatGPT, Perplexity, Gemini, and Google AI Overviews — because each platform sees you differently
- Competitive Landscape: See how you rank against your top competitors in AI recommendations
- Content Audit: We scrape your site and score it against 40+ GEO factors that influence AI citations — answer capsules, statistics density, schema markup, comparison tables, and more
- Off-Site Presence: Are you visible on the platforms AIs actually trust? We check YouTube, Reddit, Wikipedia, review platforms, and press coverage
- Prioritized Recommendations: Every gap we find comes with a specific action, ranked by impact and effort so you know what to fix first
Overall Visibility Score
Out of 100 possible points
Platform Breakdown
How It Works Under the Hood
Sill's report pipeline researches your market, runs purchase-intent prompts across AI platforms, audits your content against 40+ GEO factors, and delivers prioritized recommendations.
First, we research your market. We identify the decision attributes that matter in your category. You know, the things buyers actually care about. Then we identify purchase-intent prompts that mimic how real people ask AI for recommendations covering a wide range of specificity.
Then we send those prompts across platforms. We score your brand on position (are you the primary recommendation, a secondary mention, or not mentioned at all?) and sentiment (is the mention positive, neutral, or negative?). We aggregate those scores into your Share of Voice.
From there, we scrape your website (without excess requests!) and run a content audit against the GEO factors that peer-reviewed research shows actually influence AI citations. We scan your off-site presence across the ecosystems that feed AI knowledge bases. And we distill all of it into prioritized recommendations — ranked by impact over effort, so you know exactly where to start.
Competitive Landscape
⚠️ Critical Issues
24-point gap between highest and lowest platform scores
Claude and Gemini cite competitors 2.8x more often
Integration documentation heavily cited on ChatGPT but missing on Claude
Next Up: Self-Serve Reports
Self-serve report generation lets users run AI visibility analyses directly from the Sill dashboard without manual review.
Right now, reports are generated by our team. By next week, you'll be able to run them yourself directly from the Sill dashboard. Enter your brand, your URL, your target market segment, and the pipeline runs end to end. No waiting, no back and forth.
Coming Soon: AI Visibility Dashboard
Sill's continuous monitoring dashboard enables brands to track their Share of Voice across AI platforms daily over time.
Reports give you a snapshot. But AI platforms update constantly. Models change, competitors adjust their content, and your visibility shifts with it. Sometimes entire systems change and break things for everyone. A one-time report can't catch that.
In the next 1-2 months, we're rolling out a continuous monitoring dashboard. Track your Share of Voice over time. See when a model update changes your visibility. Get alerted when a competitor starts outranking you on a platform where you were dominant last week.
Think of it as Google Search Console, but for AI search. The data that actually matters now.
The End Goal: AI Visibility Experimentation
Sill's long-term vision is counterfactual experimentation — isolating variables to find the exact Decision Boundary where AI models start recommending your brand.
This is what we're building towards. Reports tell you where you stand. The dashboard tracks how it changes. But the experimentation platform tells you why.
Using counterfactual simulations, we isolate variables like price, positioning, feature descriptions, reputation signals and run them through AI models to find the exact Decision Boundary where a model switches from ignoring your brand to recommending it.
Instead of guessing what to change, you'll know. "Raising your price above $160 kills your visibility on ChatGPT." "Adding 'AI-powered' to your positioning increases citation rate by 40%." That's the level of insight we're aiming for.
Get Started Today
Sign up for a free Sill account, enter your brand URL and market segment, and run your first AI visibility report in minutes.
Reports are available now. If you want to see where your brand stands across AI platforms and get a clear list of what to fix, reach out below.
AI visibility isn't coming. It's here. The question is whether you're measuring it.
Get Your Report
Request your first analysis today to see where you stand.
