Brand Analytics for AI Search Engines (Beta)
Monitors AI search mentions, but only shows one furniture retailer dashboard as proof.
open source ai visibility tracking
Tracks AI citations over time when BrightData and Olostep only offer raw scraping.
Marketing teams and SEO specialists tracking AI search visibility
BrightData · Olostep · MarketMuse
We help you scrape ChatGPT/Google AI Mode/etc using web scrapers like BrightData/Olostep/etc, evaluate prompts against the OpenAI/Anthropic/Mistral APIs directly, or evaluate prompts against any model indirectly via OpenRouter.
These responses are analyzed for mentions of your brand and your competitor's brands and tracked over time. The absolute value of this visibility of this number doesn't matter as much as how it changes over time.
More importantly, we help you dive into citations, which is where you can find actionable insights. Did one of your competitors add a page to their site that is now getting cited by AI? Maybe you should add a similar page. Is AI citing a specific subreddit frequently? Maybe your brand should have a presence there. Are certain influencers on social media frequently cited by AI? Maybe you should develop a relationship with those influencers.
This tooling helps you understand what AI thinks about your brand. This understanding should be a commodity, not a luxury. While some AEO tools are raising tens of millions of dollars, Elmo is small, bootstrapped, and sustainable - and you own your own data.
We're just getting started. Sentiment analysis and ton of other features are coming soon!
I hope you try it out and I'd love any feedback!
Thanks, Jared
Monitors AI search mentions, but only shows one furniture retailer dashboard as proof.
It treats LLM outputs as a new acquisition channel and backs that insight with real-time scans, an AI visibility score, alerts and auto-generated content aimed at sources LLMs trust (Reddit/Quora/Medium). The execution reads product-grade, but the landing leans on bold claims (human publishing network, +47% lift) with little methodological transparency and potential platform/ethics risk around gaming AI recommendations — I'd want more proof and clarity before committing budget.
Solves a real new problem, but the market is barely formed and validation is weak.
Three equal surfaces — CLI, API, dashboard — for emerging AEO monitoring.
Fills genuine pain: 'found via ChatGPT' can't be measured with old SEO tools—self-host or SaaS.
Tracks citations and sentiment across ChatGPT, Claude, Perplexity, Gemini and others, then surfaces gaps where competitors get mentioned but you don't (Battlemap) and prescribes concrete content edits (Hikoo Analyzer + Elevate). Smart product-market fit — GEO is an under-served spin on SEO — but the landing leaves open how data is collected, how often audits run, and whether recommendations actually move the needle at scale.