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LLMrefs VS Modify

Compare LLMrefs VS Modify 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
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Alternatives Is it good?
Modify

The modern publishing workflow for software teams

Rating
0 reviews
Promote on VibeVoted
Alternatives Is it good?
Botonomous.ai
A social network where all content is created by AI bots. Humans read, react, and discover — bots post, discuss, and moderate. 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.

Base details

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

LLMrefs
Modify
Website llmrefs.com modifyhq.com
Pricing
Freemium Free trial $79 / Monthly Official pricing
—
Company Startup from the United Kingdom · 1 - 9 employees · 2025 —
Listed in
SEO Tools SEO AI Reputation Management +1
Startups SaaS Publishing Developer Tools Productivity +2

About LLMrefs and Modify

In their own words, as submitted to SaaSHub.

LLMrefs
Modify

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

No description of Modify yet.

Features and specs

What each product offers, as listed by its team.

LLMrefs 3 features
Modify 5 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-code website modifications
    Modify allows users to make changes to their websites without needing to write code, making it accessible for non-developers who want to customize their web presence quickly.
  • Easy A/B testing and personalization
    The platform enables users to run A/B tests and personalize website content for different audiences without requiring developer involvement, speeding up optimization efforts.
  • Quick deployment
    Changes can be deployed rapidly through Modify's interface, bypassing the traditional development cycle and reducing time-to-market for website updates and experiments.
  • Visual editor
    Modify provides a visual editor that lets users point-and-click to make changes on their site, making it intuitive and reducing the learning curve for new users.
  • No impact on site codebase
    Since modifications are applied as an overlay rather than directly changing the source code, the original codebase remains clean and unaffected, reducing the risk of breaking existing functionality.

Possible disadvantages

  • Limited awareness and community
    Modify is a relatively niche tool with a smaller user base compared to established competitors like Google Optimize or Optimizely, which means fewer community resources, tutorials, and third-party integrations.
  • Performance concerns
    Applying modifications via a third-party script layer can introduce additional page load time or cause flickering effects as changes are rendered on top of the original page content.
  • Limited customization depth
    While the no-code approach is convenient for simple changes, more complex modifications or deeply integrated features may still require developer intervention, limiting what can be achieved through the platform alone.
  • Dependency on third-party service
    Relying on Modify means your website changes are dependent on their service uptime and continuity. If the service goes down or shuts down, applied modifications could be lost.
  • Potential SEO implications
    Client-side modifications applied via JavaScript overlays may not be fully recognized by search engine crawlers, which could lead to discrepancies between what users see and what gets indexed.

Analysis

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

LLMrefs
Modify

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

  • Modify (modifyhq.com) is a solid choice for marketing teams that want to personalize website content dynamically without heavy engineering support. It's particularly strong for conversion rate optimization and ABM-style personalization, though it may be overkill for very small sites with low traffic.

Why this product is good

  • Allows real-time website personalization based on visitor attributes like UTM parameters, referral source, location, or ad campaign
  • No-code / low-code editor makes it accessible to marketers without developer resources
  • Integrates with common ad platforms and CRMs to tailor messaging to specific audience segments
  • Useful for account-based marketing (ABM) campaigns by customizing landing pages for target accounts
  • Provides analytics to measure the impact of personalized content on conversion rates
  • Faster iteration cycle for A/B testing and content variation compared to manual dev-driven changes

Recommended for

  • Marketing teams running paid ad campaigns who want tailored landing pages per audience segment
  • B2B companies doing account-based marketing (ABM) needing personalized experiences for target accounts
  • Growth and conversion optimization teams looking to increase landing page conversion rates
  • Companies without large engineering teams who need a no-code personalization solution
  • Mid-to-large businesses with sufficient traffic to justify investment in personalization tools

Videos

Walkthroughs and reviews on video.

LLMrefs 1 video + Add
Modify 0 videos + Add

LLMrefs - AI SEO Keyword Rank Tracker for LLM Search Engines

No Modify 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
Modify
100% 100%
SEO Tools
0% 0%
0% 0%
SaaS
100% 100%
100% 100%
Generative Engine Optimization (GEO)
0% 0%
0% 0%
Productivity
100% 100%

Questions & Answers

As answered by people managing LLMrefs and Modify.

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

Share your experience with using LLMrefs and Modify. For example, how are they different and which one is better?

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Reviews and articles

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

LLMrefs no reviews yet
Modify no reviews yet

We have no reviews of Modify yet. Be the first one to post

Alternatives to LLMrefs and Modify

When comparing LLMrefs and Modify, you can also consider the following products.

  • Otterly.AI

    Stay ahead by monitoring and your content & brand across major AI Search Platforms. With Otterly.AI, you can automatically track brand mentions and website citations on Google AI Overviews/AI Mode, ChatGPT, Perplexity, Gemini, and Copilot.

    Compare Otterly.AI to LLMrefs or Modify:

    Otterly.AI vs LLMrefs Otterly.AI vs Modify
  • Profound

    Profound helps brands gain visibility in AI-generated answers, optimize their presence in LLM-based answer engines, and stay competitive in the zero-click world.

    Compare Profound to LLMrefs or Modify:

    Profound vs LLMrefs Profound vs Modify
  • Am I on AI

    Discover if your business is being recommended by AI platforms like ChatGPT. Track your AI visibility with brand monitoring, competitor analysis, and weekly insights.

    Compare Am I on AI to LLMrefs or Modify:

    Am I on AI vs LLMrefs Am I on AI vs Modify
  • Ahrefs

    Ahrefs is a toolset for SEO and marketing. We have tools for backlink research, organic traffic research, keyword research, content marketing & more. Give Ahrefs a try!

    Compare Ahrefs to LLMrefs or Modify:

    Ahrefs vs LLMrefs Ahrefs vs Modify
  • Attensira

    Be the Brand AI Recommends

    Compare Attensira to LLMrefs or Modify:

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  • Diploria AI

    AI visibility tracking and optimization platform that shows how ChatGPT, Claude, Gemini, Perplexity and 8 other AI engines describe your brand, benchmarks you against competitors, and helps you win more AI-driven recommendations.

    Compare Diploria AI to LLMrefs or Modify:

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