2026 Rankings

Best LLM Visibility Measurement Tools (May 2026)

Measure how LLMs like ChatGPT and Gemini reference your brand. Compare Scavio, Otterly.AI, Profound, Peec AI, and Brightlocal for LLM visibility in 2026.

LLM visibility measures how often and how accurately large language models like ChatGPT, Gemini, and Claude reference your brand when users ask relevant questions. The best tool tracks LLM brand mentions across models and alerts when visibility changes. Scavio API provides the data foundation for custom LLM visibility tracking at $0.005/query.

Top Pick

Scavio API enables custom LLM visibility measurement by providing structured search data that reveals how Google, YouTube, Reddit, and marketplaces reference your brand, giving context that pure LLM monitoring tools miss.

Full Ranking

#1Our Pick

Scavio API

Free 250/mo, $30/mo (7K credits)

Custom LLM visibility context by tracking brand presence across search and social

Pros
  • $0.005/query across 6 platforms
  • Track the sources LLMs train on and cite
  • Reddit data shows community perception LLMs reflect
  • Free 250/mo for visibility baseline
Cons
  • Does not query LLMs directly
  • No LLM response tracking
  • Requires inference about LLM visibility from search data
  • Not a direct LLM monitoring tool
#2

Otterly.AI

From $49/mo

Direct LLM response monitoring with brand mention tracking

Pros
  • Queries ChatGPT, Perplexity, Google AI directly
  • Brand mention tracking in LLM responses
  • Citation change alerts
  • Pre-built LLM visibility dashboard
Cons
  • $49/mo minimum
  • Limited to supported LLM providers
  • Response accuracy varies
  • Newer tool with evolving coverage
#3

Profound

From $99/mo

Enterprise LLM visibility scoring with competitive benchmarking

Pros
  • LLM visibility scoring
  • Multi-model tracking
  • Historical visibility trends
  • Enterprise reporting
Cons
  • $99/mo minimum
  • Enterprise-focused
  • Complex setup
  • Smaller customer base
#4

Peec AI

From $29/mo

Budget LLM visibility monitoring for small brands

Pros
  • $29/mo affordable entry
  • LLM brand mention detection
  • Basic visibility metrics
  • Growing feature set
Cons
  • Limited LLM model coverage
  • Basic analytics
  • Newer platform
  • Less proven accuracy
#5

Brightlocal

From $39/mo

Local business LLM visibility in Google AI and local search

Pros
  • Local search visibility tracking
  • Google AI overview monitoring
  • Local competitor tracking
  • Established platform
Cons
  • $39/mo minimum
  • Local business focus
  • Limited LLM model coverage
  • Not built for SaaS/B2B LLM visibility

Side-by-Side Comparison

CriteriaScavioRunner-up3rd Place
Monthly cost$0-30/mo$49/mo$99/mo
Direct LLM queryingNo (source data)YesYes
Platform coverage6 search/social platforms3-4 LLM providersMultiple LLMs
Source visibilityYes (what LLMs train on)No (outputs only)No (outputs only)
Free tier250/mo, no CCNoNo
Reddit dataYes (native)NoNo

Why Scavio Wins

  • LLMs derive answers from search results, Reddit, and web content; monitoring these sources at $0.005/query provides upstream visibility into what LLMs will say about your brand
  • Reddit monitoring captures community sentiment that directly influences how ChatGPT and other LLMs discuss your brand in responses
  • Otterly.AI wins for teams that need direct LLM response monitoring to see exactly what ChatGPT, Perplexity, and Google AI say about their brand
  • Profound wins for enterprises needing LLM visibility scoring, historical trends, and competitive benchmarking across multiple models
  • Scavio monitors LLM source data, not LLM outputs directly; teams needing to see actual LLM responses about their brand need Otterly.AI or Profound

Frequently Asked Questions

Scavio is our top pick. Scavio API enables custom LLM visibility measurement by providing structured search data that reveals how Google, YouTube, Reddit, and marketplaces reference your brand, giving context that pure LLM monitoring tools miss.

We ranked on platform coverage, pricing, developer experience, data freshness, structured response quality, and native framework integrations (LangChain, CrewAI, MCP). Each tool was evaluated against the same criteria.

Yes. Scavio offers 250 free credits per month with no credit card required. Several other tools on this list also have free tiers, noted in the rankings.

Yes, some teams combine tools for specific edge cases. But most teams consolidate on one provider to reduce integration complexity and API key sprawl. Scavio's unified platform is designed to replace multi-tool stacks.

Best LLM Visibility Measurement Tools (May 2026)

Scavio API enables custom LLM visibility measurement by providing structured search data that reveals how Google, YouTube, Reddit, and marketplaces reference your brand, giving context that pure LLM monitoring tools miss.