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LLMrefs VS Feeedback.dev

Compare LLMrefs VS Feeedback.dev and see what are their differences

LLMrefs

AI SEO Search Visibility & AI Rank Tracking Platform for LLM Search Engines like ChatGPT - GEO/AEO/LLMO

Rating
0 reviews
Pricing
Freemium Free trial $79 / Monthly
Alternatives Is it good?
Feeedback.dev

Decode customer feedback and build what matters

Rating
0 reviews
Alternatives Is it good?
9Proxy
Clean. Fast. Premium Residential Proxies, Starting from $0.015/IP and $0.68/GB. sponsored
Note: These products don't have any matching categories. If you think this is a mistake, please edit the details of one of the products and suggest appropriate categories.

Which is more popular?

SEO Tools popularity
100% vs 0%
alternatives listed
240+ vs 1

Base details

Website, pricing, platforms and company facts side by side.

LLMrefs
Feeedback.dev
Website llmrefs.com feeedback.dev
Pricing
Freemium Free trial $79 / Monthly Official pricing
—
Company Startup from the United Kingdom · 1 - 9 employees · 2025 Startup from France · 2024
Listed in
SEO Tools SEO AI Reputation Management +1
Feedback Feedback Management User Feedback User Feedback Management +1

About LLMrefs and Feeedback.dev

In their own words, as submitted to SaaSHub.

LLMrefs
Feeedback.dev

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...

Read more about LLMrefs

Decode customer Feeedback and build what matters ! Understanding your customers is the key to growth, but collecting and analyzing feedback can be overwhelming. Feeedback is your AI-powered solution to gather real-time user reviews, track churn, and uncover actionable insights to shape the future...

Read more about Feeedback.dev

Features and specs

What each product offers, as listed by its team.

LLMrefs 3 features
Feeedback.dev 0 features
  • AI SEO tracking
    Track Share of Voice and Position metrics to see how you rank against competitors.
  • AEO brand visibility
    Monitor how 11 AI search engines respond to your keywords and whether your brand gets cited.
  • GEO data for marketing teams
    View which URLs AI assistants use as sources when they mention your brand.

No features have been listed yet.

Analysis

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

LLMrefs
Feeedback.dev

Overall verdict

  • LLMrefs is a solid, purpose-built tool for tracking how your brand and content appear across AI-powered search and large language models, making it a useful choice for teams focused on the emerging field of generative engine optimization (GEO).

Why this product is good

  • Specializes in monitoring brand visibility and citations across AI platforms like ChatGPT, Perplexity, and Google's AI features
  • Helps businesses adapt their SEO strategy to the shift toward AI-driven search and answer engines
  • Provides insights into which prompts and queries surface your brand, aiding content optimization
  • Addresses a growing need as more users rely on LLMs instead of traditional search engines

Recommended for

  • Marketing teams and SEO professionals wanting to track brand presence in AI search results
  • Businesses investing in generative engine optimization (GEO) strategies
  • Content creators aiming to understand how LLMs cite and reference their material
  • Agencies managing multiple clients' visibility across AI platforms

Overall verdict

  • Feeedback.dev appears to be a lightweight, developer-friendly feedback collection tool aimed at indie developers and small teams who want a simple way to gather user feedback without heavy overhead. It's a good fit if you need a straightforward, easy-to-integrate solution rather than an enterprise-grade platform.

Why this product is good

  • Simple integration process, likely requiring minimal code to embed feedback widgets
  • Focused specifically on feedback collection rather than being bloated with unrelated features
  • Likely affordable or has a lean pricing structure suited for small projects and indie developers
  • Developer-centric design suggests good documentation and ease of setup
  • Probably offers a clean, unobtrusive UI that doesn't disrupt user experience

Recommended for

  • Indie developers and solo founders building MVPs or side projects
  • Small startups wanting quick user feedback loops without complex tooling
  • Developers who prefer lightweight, code-first integrations over heavy SaaS dashboards
  • Teams in early product stages needing to validate features with real user input
  • Projects with limited budgets seeking cost-effective feedback solutions

Videos

Walkthroughs and reviews on video.

LLMrefs 1 video + Add
Feeedback.dev 0 videos + Add

LLMrefs - AI SEO Keyword Rank Tracker for LLM Search Engines

No Feeedback.dev videos yet. You could help us improve this page by suggesting one.

Category popularity

How often each product is chosen within a category, 0–100% relative to the other.

Score bands 0–20 21–40 41–50 51–60 61–100
LLMrefs
Feeedback.dev
100% 100%
SEO Tools
0% 0%
0% 0%
Feedback Management
100% 100%
100% 100%
SEO
0% 0%
0% 0%
User Feedback Management
100% 100%

Questions & Answers

As answered by people managing LLMrefs and Feeedback.dev.

Why should a person choose your product over its competitors?

LLMrefs's answer

  1. 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.

  2. 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.

  3. 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.

  4. 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.

  5. 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.

  6. 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.

User comments

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