Software Alternatives & Startups

LLMrefs VS Multispace.dev

Compare LLMrefs VS Multispace.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
Multispace.dev

Build powerful digital workspaces with 5 configurable screens, tool library, gamification, and social features. Perfect for productivity and workflow optimization. Save entire workspaces of tools and sites. Launch everything with one click.

Rating
0 reviews
Pricing
Freemium Free trial $2.49 / One-off

Which is more popular?

SEO Tools popularity
100% vs 0%
alternatives listed
240+ vs 2

Base details

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

LLMrefs
Multispace.dev
Website llmrefs.com multispace.dev
Pricing
Freemium Free trial $79 / Monthly Official pricing
Freemium Free trial $2.49 / One-off Official pricing
Company Startup from the United Kingdom · 1 - 9 employees · 2025 —
Listed in

About LLMrefs and Multispace.dev

In their own words, as submitted to SaaSHub.

LLMrefs
Multispace.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

Multispace is a browser-based operating system that lets you save, organize, and launch entire digital workspaces — tools, apps, games, websites, and AI — in one click. Instead of juggling 30+ tabs, apps, and logins, users create spaces that hold everything they need for a specific goal: work,...

Read more about Multispace.dev

Features and specs

What each product offers, as listed by its team.

LLMrefs 3 features
Multispace.dev 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.
  • Multitasking
    Save entire workspaces of tools and sites
  • Easy Access
    Launch everything with one click
  • Explore
    Built-in app library with AI tools, productivity apps, games, and media

Analysis

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

LLMrefs
Multispace.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

  • Multispace.dev appears to be a useful workspace and collaboration tool, but its overall quality depends on your specific needs; based on available information it offers a solid feature set for teams and developers seeking a unified environment. Note that detailed independent reviews may be limited, so evaluating it with a trial is recommended.

Why this product is good

  • Provides a centralized workspace that can help streamline collaboration and reduce tool fragmentation
  • Aimed at developers and teams, which suggests useful integrations and a workflow-focused design
  • Modern web-based platform typically offering accessibility across devices and easy onboarding
  • Potential to consolidate multiple productivity tools into one interface, saving time and cost

Recommended for

  • Development teams looking for a unified collaboration environment
  • Startups and small businesses wanting to consolidate their productivity tools
  • Remote or distributed teams needing shared workspaces
  • Individuals or professionals who want to organize projects and workflows in one place

Videos

Walkthroughs and reviews on video.

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

LLMrefs - AI SEO Keyword Rank Tracker for LLM Search Engines

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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
Multispace.dev
100% 100%
0% 0%
0% 0%
100% 100%
100% 100%
SEO
0% 0%
0% 0%
100% 100%

Questions & Answers

As answered by people managing LLMrefs and Multispace.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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Reviews and articles

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

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