Software Alternatives & Startups

LLMrefs VS StablePush

Compare LLMrefs VS StablePush 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
StablePush

StablePush integrates into your CI/CD pipeline to help you catch SEO and accessibility issues before they are deployed.

Rating
0 reviews
Pricing
$14 / Monthly

Which is more popular?

SEO Tools popularity
98% vs 2%
alternatives listed
240+ vs 1

Base details

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

LLMrefs
StablePush
Website llmrefs.com stablepush.dev
Pricing
Freemium Free trial $79 / Monthly Official pricing
$14 / Monthly
Platforms —
Web GitHub
Company Startup from the United Kingdom · 1 - 9 employees · 2025 Startup from Frace · 2024
Listed in

About LLMrefs and StablePush

In their own words, as submitted to SaaSHub.

LLMrefs
StablePush

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

StablePush is the ultimate CI/CD tool for maintaining top-notch SEO and accessibility standards on your website. With every commit or pull request, StablePush conducts a comprehensive set of tests to ensure your site’s SEO and accessibility are on track before going live. Plus, StablePush offers:...

Read more about StablePush

Features and specs

What each product offers, as listed by its team.

LLMrefs 3 features
StablePush 3 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.
  • Automatic analysis
    Tests triggered automatically when you push your code
  • Realtime alerts
    Get notified by email, Slack, Discord or Teams as soon as a regression is detected.
  • Easy to integrate
    We provide you with all the code you need to integrate StablePush in your project.

Analysis

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

LLMrefs
StablePush

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

  • I don't have verified information about StablePush (stablepush.dev) since it appears to be a niche, new, or low-profile product that isn't covered in my training data. I can't confirm its quality, reliability, or legitimacy based on factual knowledge, so I'd recommend independently verifying through reviews, documentation, and trial usage before committing.

Why this product is good

  • No verifiable data available on features, pricing, or performance
  • Cannot confirm company legitimacy, security practices, or support quality
  • Unable to compare against competitors without factual basis
  • Recommend checking official docs, user reviews, and community feedback directly

Recommended for

  • Users willing to conduct their own due diligence before adoption
  • Developers who can test via free trial or sandbox before committing
  • Those who prioritize checking recent reviews and community discussions (e.g., Reddit, Twitter, GitHub) for real-world feedback

Videos

Walkthroughs and reviews on video.

LLMrefs 1 video + Add
StablePush 1 video + Add

LLMrefs - AI SEO Keyword Rank Tracker for LLM Search Engines

Demo of StablePush, the CI/CD SaaS anti SEO regression

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
StablePush
98% 98%
2% 2%
0% 0%
100% 100%
100% 100%
SEO
0% 0%

Questions & Answers

As answered by people managing LLMrefs and StablePush.

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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Reviews and articles

External articles and on-site reviews we used to compare the two products.

LLMrefs no reviews yet
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