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Graphite VS LLMrefs

Compare Graphite VS LLMrefs and see what are their differences

Graphite

Graphite is a highly scalable real-time graphing system.

Rating
0 reviews
Promote on VibeVoted
Alternatives Is it good?
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
Promote on VibeVoted
Alternatives Is it good?
EcomIQX
EcomIQX scores every product in your catalog on content health, keyword coverage and AI search visibility, then rewrites the weak ones in your brand voice. sponsored

Which is more popular?

Based on our record, Graphite seems to be more popular. It has been mentioned 16 times since March 2021.

social mentions
16 vs 0
Developer Tools popularity
100% vs 0%

Base details

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

Graphite
LLMrefs
Website graphiteapp.org llmrefs.com
Pricing —
Freemium Free trial $79 / Monthly Official pricing
Company — Startup from the United Kingdom · 1 - 9 employees · 2025
Listed in
Developer Tools AI Software Development Code Review +1
SEO Tools SEO AI Reputation Management +1

About Graphite and LLMrefs

In their own words, as submitted to SaaSHub.

Graphite
LLMrefs

No description of Graphite yet.

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

Features and specs

What each product offers, as listed by its team.

Graphite 5 features
LLMrefs 3 features
  • Scalability
    Graphite is designed for high performance and can handle large volumes of time-series data, making it suitable for scaling up as data grows.
  • Flexibility
    Graphite offers a flexible schema, allowing users to define their own metrics and naming conventions that best suit their monitoring needs.
  • Integration
    Graphite integrates easily with a variety of data sources and visualization tools such as Grafana, making it a versatile option for many monitoring setups.
  • Open Source
    Being an open-source tool, Graphite has a strong community for support and contributions, and it is also free to use without licensing costs.
  • Customizability
    Graphite allows for extensive customization of dashboards and visualization options, providing users with many ways to view and interpret their data.

Possible disadvantages

  • Complex Setup
    The initial setup and configuration of Graphite can be complex and time-consuming, often requiring in-depth knowledge of the system.
  • Performance Issues
    While Graphite is designed for high performance, it can sometimes struggle with write-heavy loads and may require additional setup to maintain efficiency.
  • High Resource Consumption
    Graphite can consume significant system resources, especially disk I/O and CPU, which might be a concern for environments with limited resources.
  • Limited Built-in Visualization
    The native Graphite-web UI is considered less feature-rich compared to more modern tools like Grafana, which may necessitate additional tools for better visualization.
  • Maintenance Overhead
    Due to its complexity and resource needs, maintaining Graphite can involve a significant overhead, particularly in larger or more dynamic environments.
  • 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.

Analysis

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

Graphite
LLMrefs

Overall verdict

  • Graphite (graphiteapp.org) is generally considered a good tool for real-time graphing of time-series data.

Why this product is good

  • Graphite is appreciated for its powerful and flexible graphing capabilities, scalability, and open-source nature. It's widely used for monitoring and visualization due to its robust ecosystem and the ability to handle large amounts of data efficiently.

Recommended for

    Graphite is recommended for developers, system administrators, and IT professionals who need to monitor and visualize time-series data, particularly those working in environments with large-scale data monitoring needs.

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

Videos

Walkthroughs and reviews on video.

Graphite 3 videos + Add
LLMrefs 1 video + Add

Review: Samson Graphite 49 & Graphite 25 | Audio Mentor

More videos

  • - Faber-Castell 9000 graphite pencil review and tiger demo - w/ Lachri
  • - Graphite pencil brand review

LLMrefs - AI SEO Keyword Rank Tracker for LLM Search Engines

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
Graphite
LLMrefs
100% 100%
Developer Tools
0% 0%
0% 0%
SEO Tools
100% 100%
44% 44%
AI
56% 56%
0% 0%
Generative Engine Optimization (GEO)
100% 100%

Questions & Answers

As answered by people managing Graphite and LLMrefs.

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 Graphite and LLMrefs. 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.

Graphite no reviews yet
LLMrefs no reviews yet

Social recommendations and mentions

Recommendations tracked on public social media and blogs since March 2021.

Graphite 16 mentions
LLMrefs 0 mentions

View more

Tracking LLMrefs since May 2025.

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

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  • 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 Graphite or LLMrefs:

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  • GitHub

    Originally founded as a project to simplify sharing code, GitHub has grown into an application used by over a million people to store over two million code repositories, making GitHub the largest code host in the world.

    Compare GitHub to Graphite or LLMrefs:

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  • 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.

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