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LLMrefs VS Picked.so

Compare LLMrefs VS Picked.so 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?
Picked.so

Picked is the AI visibility tool that asks ChatGPT, Google AI, Gemini and Perplexity your buyers' prompts daily, shows who they name, and writes the fix.

Rating
0 reviews
Pricing
Paid $89 / Monthly (Starter, 1 brand, 50 prompts, 2 models, 3,000 answers)
Alternatives Is it good?
superbot.gg
Try superbot free in your browser, no account: superbot.gg/chat. Your own AI agent; its MCP server gives agents one tool for errands: fax, calls, texts, Gmail drafts, calendar, web search. sponsored

Which is more popular?

SEO Tools popularity
95% vs 5%
alternatives listed
240+ vs 58

Base details

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

LLMrefs
Picked.so
Website llmrefs.com picked.so
Pricing
Freemium Free trial $79 / Monthly Official pricing
Paid $89 / Monthly (Starter, 1 brand, 50 prompts, 2 models, 3,000 answers) Official pricing
Platforms —
SaaS Web
Company Startup from the United Kingdom · 1 - 9 employees · 2025 Startup from Romania · 1 - 9 employees · 2026
Listed in
SEO Tools SEO AI Reputation Management +1
Content Marketing SEO SEO Tools Generative Engine Optimization (GEO) Answer Engine Optimization (AEO) AI Visibility AI +4

About LLMrefs and Picked.so

In their own words, as submitted to SaaSHub.

LLMrefs
Picked.so

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

Picked is an AI visibility tool for SEO agencies and B2B SaaS teams. It asks ChatGPT, Claude, Gemini, Perplexity, Google AI Overviews and Google AI Mode the prompts your buyers ask, every day (Claude less often). It records which brands each one names, in what position, and which pages it cites....

Read more about Picked.so

Features and specs

What each product offers, as listed by its team.

LLMrefs 3 features
Picked.so 9 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.
  • Daily prompt tracking
    Asks ChatGPT, Gemini, Perplexity, Claude, Google AI Overviews and AI Mode your buyers’ prompts every day
  • Citation tracking
    Shows which pages each AI answer cites, and in what order
  • Competitor tracking
    A page for each tracked competitor: visibility, position, sentiment
  • Content and keyword gaps
    Lists the prompts and searches where other brands are named and you aren’t
  • Article writing
    Brief, draft, rewrite pass, charts, fact-check and a pull request on your site
  • AI crawler analytics
    Shows GPTBot, ChatGPT-User, ClaudeBot and PerplexityBot visits from Cloudflare, Vercel or your server
  • Visits from AI answers
    Counts people who clicked through from ChatGPT, Perplexity, Claude or Gemini
  • White-label reports
    PDF client reports with your agency’s name, logo and colour
  • Unlimited team seats
    Every plan includes unlimited members, with owner, admin and member roles

Analysis

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

LLMrefs
Picked.so

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 Picked.so yet.

Videos

Walkthroughs and reviews on video.

LLMrefs 1 video + Add
Picked.so 1 video + Add

LLMrefs - AI SEO Keyword Rank Tracker for LLM Search Engines

How to See If ChatGPT or Google AI Recommend Your Brand (2026)

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
Picked.so
95% 95%
SEO Tools
5% 5%
92% 92%
SEO
8% 8%
94% 94%
Generative Engine Optimization (GEO)
6% 6%
94% 94%
AI
6% 6%

Questions & Answers

As answered by people managing LLMrefs and Picked.so.

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.

Picked.so's answer:

Choose Picked if you want the loop in one place: daily tracking, the pages behind each answer, AI crawler analytics and an article for the prompts you lose, with a price you can read and no per-seat charge. Choose something else if you only need cheap tracking of a few prompts: the Starter plan runs 2 AI models, there is no free trial (the free AI visibility checker needs no account, and the first payment can be refunded within 3 days), and Claude is checked less often than the others.

What's the story behind your product?

Picked.so's answer:

Picked is built by the founder of LaunchDistro and LaunchOnIt. It started from one question: when a buyer asks ChatGPT for the best tool in your category, are you in the answer? Picked asks that every day, shows who is named instead, and helps you publish the page that changes it.

Which are the primary technologies used for building your product?

Picked.so's answer:

Next.js, React and TypeScript, Tailwind CSS, PostgreSQL with Prisma, tRPC, Better Auth, Trigger.dev for background jobs, Cloudflare R2 for files and LemonSqueezy for billing.

What makes your product unique?

Picked.so's answer:

Picked tracks and writes in one tool. Every day it asks the AI models in your plan the prompts your buyers ask, records who gets named and which pages are cited, then writes the article for a prompt you lose and sends it as a pull request you review. Prices are on the page ($89, $199 and $499 a month) and every plan has unlimited team seats.

How would you describe the primary audience of your product?

Picked.so's answer:

SEO and marketing agencies that need a number per client every week, and marketing teams at B2B SaaS companies that want to know which buyer questions ChatGPT, Gemini and Google's AI answer without them.

Who are some of the biggest customers of your product?

Picked.so's answer:

Picked launched in October 2026 and is onboarding its first customers.

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
Picked.so no reviews yet

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Alternatives to LLMrefs and Picked.so

When comparing LLMrefs and Picked.so, 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 Picked.so:

    Otterly.AI vs LLMrefs Otterly.AI vs Picked.so
  • 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 Picked.so:

    Profound vs LLMrefs Profound vs Picked.so
  • SEMRush

    All-in-one Marketing Toolkit for digital marketing professionals.

    Compare SEMRush to LLMrefs or Picked.so:

    SEMRush vs LLMrefs SEMRush vs Picked.so
  • 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 Picked.so:

    Am I on AI vs LLMrefs Am I on AI vs Picked.so
  • 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 Picked.so:

    Ahrefs vs LLMrefs Ahrefs vs Picked.so
  • AIVisib

    Tracks whether ChatGPT, Gemini, Perplexity and Claude recommend your brand when customers ask them — in English, French and Arabic.

    Compare AIVisib to LLMrefs or Picked.so:

    AIVisib vs LLMrefs AIVisib vs Picked.so
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