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LLMrefs VS Sourcey

Compare LLMrefs VS Sourcey 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?
Sourcey

Startup credits and Agent Readiness report cards with sources you can inspect.

Rating
0 reviews
Pricing
Freemium $29 / One-off (Optional human verification)
Alternatives Is it good?
Eddyter
Build and integrate a WYSIWYG editor in minutes. Eddyter offers fast setup, developer-friendly APIs, and seamless content editing for modern web apps today. 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?

Based on our record, Sourcey seems to be more popular. It has been mentioned 4 times since March 2021.

social mentions
0 vs 4
SEO Tools popularity
100% vs 0%

Base details

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

LLMrefs
Sourcey
Website llmrefs.com sourcey.com
Pricing
Freemium Free trial $79 / Monthly Official pricing
Freemium $29 / One-off (Optional human verification)
Company Startup from the United Kingdom · 1 - 9 employees · 2025 —
Listed in
SEO Tools SEO AI Reputation Management +1
Startup Tools Founders Tools Research Tools

About LLMrefs and Sourcey

In their own words, as submitted to SaaSHub.

LLMrefs
Sourcey

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

Sourcey tests how agents can use software and records what companies offer startups. Read Agent Readiness report cards to see the task tested, observed result, blockers, and what remains unverified. Find startup credits, discounts, and programs with their terms, eligibility caveats, and original...

Read more about Sourcey

Features and specs

What each product offers, as listed by its team.

LLMrefs 3 features
Sourcey 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.
  • Startup offers with sources
    Company and program records attach the original vendor evidence, terms, and eligibility caveats; unknown eligibility stays unknown.
  • Agent Readiness report cards
    Task-level findings show what was tested, observed blockers, evidence, and conditions that remain unverified.
  • Public API and MCP
    People and agents can read the public record through the website, HTTP API, change feed, and MCP.
  • Versioned evidence
    Signed releases preserve the provenance and history behind published findings.
  • Focused public datasets
    Startup-credit and Agent Readiness JSON datasets expose the same records for downstream analysis.

Analysis

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

LLMrefs
Sourcey

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

No analysis of Sourcey yet.

Videos

Walkthroughs and reviews on video.

LLMrefs 1 video + Add
Sourcey 0 videos + Add

LLMrefs - AI SEO Keyword Rank Tracker for LLM Search Engines

No Sourcey 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
Sourcey
100% 100%
SEO Tools
0% 0%
0% 0%
Founders Tools
100% 100%
100% 100%
SEO
0% 0%
0% 0%
Research Tools
100% 100%

Questions & Answers

As answered by people managing LLMrefs and Sourcey.

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.

Sourcey's answer:

Choose Sourcey when you need the original source behind an offer or a task-level account of what an agent could actually do. It shows uncertainty and release history alongside the finding. Sourcey does not apply for offers or redeem credits on a founder’s behalf.

What makes your product unique?

Sourcey's answer:

Sourcey ties startup offers and Agent Readiness findings to source evidence and versioned releases. A report card describes one agent task, its observed result, blockers, and unknowns. Offer records keep the vendor’s terms and eligibility caveats visible. The public record is free to read through the website, JSON, API, and MCP.

How would you describe the primary audience of your product?

Sourcey's answer:

Founders comparing startup offers, developers evaluating whether an agent can complete a specific task with a service, and agents that consume the public record through HTTP or MCP.

User comments

Share your experience with using LLMrefs and Sourcey. 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
Sourcey no reviews yet

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

Social recommendations and mentions

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

LLMrefs 0 mentions
Sourcey 4 mentions

Tracking LLMrefs since May 2025.

  • How to cite an immutable open data registry from an autonomous agent
    For example, from the Sourcey agent-readiness release Release_id sha256:371cbf65650abf5756c967b1f1da9df607be4b1bb0c0b93aaf2dcf0a36e75d3e (artifact_sha256:67c4edef061ca4ea60cef1e1bc246d2ce0b7d6b12e227c0811d7405d3d0a63ac, Effective... - Source: dev.to / about 10 hours ago
  • Five checks before you let an AI agent open a SaaS account on its own
    Doing all this by hand for every candidate got old fast, so now I lean on Sourcey, a registry that tracks exactly this. It publishes report cards that grade whether an agent can actually sign up, pay, and operate a service on its own,... - Source: dev.to / 12 days ago
  • An Agent Can Read Your API Docs and Still Can't Sign Up
    Machine-readable acceptance criteria are worth more to an agent than documentation quality. A page that says we accept X, with a named artifact and its schema, is worth ten pages of tutorials, because it lets the agent verify a claim... - Source: dev.to / 27 days ago

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