Feature · AI Visibility
Get cited by ChatGPT, Perplexity, Gemini, and AI Overviews.
The next decade of SEO isn't just blue links — it's whether AI assistants name-drop you when a buyer asks 'best X for Y'. Slope tracks your brand's presence across LLM answers, with citations and competitor breakdowns.
What
What it does
AI Visibility runs a curated prompt set through Perplexity, Gemini, and Claude (with ChatGPT, AI Overviews, and Bing Copilot coming via SerpAPI), then analyzes each answer for: is your brand mentioned? Where in the answer? Are your URLs in the citations? Which competitors got named instead? Weekly trend shows whether you're gaining or losing AI mindshare for the queries your buyers actually ask.
Why it matters
The job to be done
- Buyers increasingly ask LLMs 'what's the best X' before they touch Google. If you're not in those answers, you're invisible — and the AI doesn't show you what it could have said.
- Traditional SEO tools track rankings against Google's blue links. They don't probe LLMs. We do.
- Competitor mention tracking shows you exactly who's eating your share of voice in AI answers — name-by-name, with the position they appeared at.
- Citation tracking reveals which of your URLs LLMs are actually pulling from (vs. which they're ignoring). Surface the gap, then write the page that fills it.
- Generates AI Visibility opportunities (R7 in our rule engine) — 'create comparison page for X' style fixes that you can push to GitHub like any other.
How
What happens under the hood
- 1
Generate a prompt set
Slope uses an LLM to draft 15-30 starter prompts from your domain, brand name, competitors, and your top GSC queries. You can edit, add, or remove any of them. The prompt set is the spec of what 'visibility' means for your business.
- 2
Probe weekly
Every prompt is sent to every configured provider (Perplexity, Gemini, Claude — and ChatGPT/AI Overviews/Bing if you bring a SerpAPI key). Answers + citations are stored. Costs are tracked per provider so you see exactly what each run costs.
- 3
Analyze for mentions
We parse each answer: brand mention (with character position), brand-domain citation, competitor mentions with positions, basic sentiment near the brand. All of this is queryable on the AI Visibility page.
- 4
Detect gaps
Prompts where you're missing but competitors are present become R7 opportunities — 'create a comparison page for X' or 'add a page about Y'. Push to GitHub like any other opportunity.
Related features
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