
Otterly.AI
Profound
Am I on AI
Ahrefs
Attensira
Diploria AI
Promptwatch
AI SEO Search Visibility & AI Rank Tracking Platform for LLM Search Engines like ChatGPT - GEO/AEO/LLMO

SerpWatch
SEMRush
Altsear.ch
Alura
Appear on AI
FeedPulse
eRank
Keyword, competitor, backlink, SERP, domain and publisher intelligence in one fast desktop workspace.
Which is more popular?
Website, pricing, platforms and company facts side by side.
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| Website | llmrefs.com | uppersearch.io |
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| Company | Startup from the United Kingdom · 1 - 9 employees · 2025 | — |
| Listed in |
In their own words, as submitted to SaaSHub.


LLMrefs is an AI search analytics platform that tracks brand visibility across generative AI search engines. It shows whether AI assistants like ChatGPT, Perplexity, and Gemini mention your brand when users ask questions about your industry. Supported AI Search Engines LLMrefs monitors 11...
No description of UpperSearch yet.
What each product offers, as listed by its team.


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An editorial look at what each product does well and who it suits.


Overall verdict
Why this product is good
Recommended for
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Walkthroughs and reviews on video.
LLMrefs - AI SEO Keyword Rank Tracker for LLM Search Engines
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How often each product is chosen within a category, 0–100% relative to the other.


As answered by people managing LLMrefs and UpperSearch.
LLMrefs's answer
Track keywords, not prompts Most AI SEO tools make you manage individual prompts. LLMrefs lets you add keywords and automatically generates prompt variations based on real conversations users have with AI chatbots. This saves time and produces more realistic results.
Statistical significance, not magic numbers Many competitors show vague "visibility scores" that are hard to interpret. LLMrefs uses transparent metrics like Share of Voice and Position. Results are aggregated and weighted across every prompt variation to ensure statistical significance.
Affordable with no hidden fees LLMrefs Pro is $79 per month and includes all 11 AI search engines. Competitors often charge extra per engine or have tiered pricing that gets expensive quickly.
Agency-friendly from day one One subscription covers unlimited projects and unlimited team members. Agencies do not need to buy separate accounts for each client.
Data quality focus LLMrefs emphasizes being the only platform that takes data quality seriously. They continuously check prompts and only report results when they have enough data to be statistically significant.
Comprehensive engine coverage Eleven AI search engines tracked in one dashboard. You do not need separate tools for ChatGPT, Perplexity, Google AI Overviews, and others.
UpperSearch's answer:
UpperSearch is designed around a local-first workflow, keeping research, settings, and credentials primarily on the user’s computer while connecting to external data providers for live SEO data. Users can analyze large datasets, uncover keyword and content opportunities, compare competitors, study search results, investigate backlinks and publishers, and turn complex SEO data into clear, actionable decisions from one desktop app.
Share your experience with using LLMrefs and UpperSearch. For example, how are they different and which one is better?
External articles and on-site reviews we used to compare the two products.


On prompts: LLMrefs builds them from your keywords, GeoSuite generates them from your brand and market, and Profound's trial uses a fixed set. Everyone else lets you type the questions your customers actually ask.
UpperSearch is an all-in-one Windows desktop SEO research platform for keyword research, SERP analysis, competitor research, backlinks, traffic analysis, publisher discovery, and AI-powered insights.
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