Echo vs LLMConsole

Echo is an open-source, self-hostable alternative to LLMConsole, an AI visibility tracking tool. Both measure how AI answer engines describe your brand, but Echo ships every line of code, runs on your own infrastructure, and is free to self-host — so your data stays yours and each metric is independently verifiable.

The short version

LLMConsole doesn't list Google AI Mode, Google AI Overviews, or Microsoft Copilot among its engines and has no API or MCP server. Echo has all of that, and it's free to self-host.

LLMConsole appears to be a very early-stage product with limited adoption.

Echo

Open SourceSelf-HostedWhite-Label

Open-source AEO platform. Self-host for free, forever. Track AI visibility across ChatGPT, Claude, and Google AI Overviews with full transparency.

LLMConsole

AI Visibility TrackingFree TierFrom $29/mo

Flat-rate brand-versus-competitor ranking across the major model providers

LLMConsole at a glance

Screenshot of LLMConsole homepage

About LLMConsole

LLMConsole answers one question: how likely each LLM is to recommend a brand or product versus competitors for a given audience. A no-signup analysis runs from a URL, and a single $29/month plan covers 5 projects and 50 monitored prompts across OpenAI, Anthropic, Google, and Perplexity. Ongoing monitoring and improvement suggestions are listed as coming soon.

Popularity grade: F

  • Single flat $29/month plan with no tier ladder
  • Runs an analysis from a URL with no signup or card
  • Monitoring and suggestions still marked coming soon

Feature comparison

FeatureEchoLLMConsole
Core Tracking
Multi-LLM TrackingYesYes
AI Visibility ScoreYesYes
Citation AnalyticsYesNo
Competitor BenchmarkingYesYes
Brand Mention TrackingYesYes
AI Engines
ChatGPTYesYes
Google AI OverviewsYesNo
Google AI ModeYesNo
GeminiYesYes
PerplexityYesYes
Microsoft CopilotYesNo
ClaudeYesYes
GrokYesNo
DeepSeekYesNo
Meta AIYesNo
Any ModelYesNo
Real UI AnswersYesNo
Bring Your Own KeysYesNo
Platform
White-Label / AgencyYesNo
Open SourceYesNo
Content GenerationNoNo
Advanced Analytics
Prompt Volume EstimatesNoNo
Sentiment AnalysisYesNo
Query Fan-OutYesNo
AI Crawler AnalyticsNoNo
Geographic TrackingNoNo
Social Media TrackingNoNo
Shopping TrackingNoNo
Multi-LanguageNoNo
Actionable Insights
Action RecommendationsYesNo
Content Gap AnalysisYesNo
AI Site AuditsNoNo
AI Keyword ResearchYesNo
Reporting & Integration
Email AlertsNoNo
API AccessYesNo
TypeScript SDKYesNo
Python SDKYesNo
MCP AccessYesNo
BI ConnectorsNoNo

Key differences

Only in Echo

  • Citation Analytics
  • Google AI Overviews
  • Google AI Mode
  • Microsoft Copilot
  • Grok
  • DeepSeek
  • Meta AI
  • Any Model
  • Real UI Answers
  • Bring Your Own Keys
  • White-Label / Agency
  • Open Source
  • Sentiment Analysis
  • Query Fan-Out
  • Action Recommendations
  • Content Gap Analysis
  • AI Keyword Research
  • API Access
  • TypeScript SDK
  • Python SDK
  • MCP Access

Both offer

  • Multi-LLM Tracking
  • AI Visibility Score
  • Competitor Benchmarking
  • Brand Mention Tracking
  • ChatGPT
  • Gemini
  • Perplexity
  • Claude

Why choose Echo over LLMConsole?

Open source and transparent

Every line of code is open. You can verify exactly how your visibility data is collected, calculated, and presented. No black boxes.

Self-host for free, forever

Run Echo on your own infrastructure. The core platform is free and always will be, and Echo Cloud is there if you would rather not run it yourself.

Your data, in your stack

Pull every metric, sentiment included, into your own code with the REST API and TypeScript and Python SDKs, or ask Claude Code and Cursor about it over MCP. Export, fork, or migrate at any time.

Built to last

Bootstrapped and sustainable. No investors pushing towards dark patterns. We'll outlast the companies taking too much VC money.

Frequently Asked Questions

What is the difference between Echo and LLMConsole?
Echo is an open-source, self-hostable AI visibility platform, while LLMConsole is a closed-source AI visibility tracking tool. Both track how AI answer engines describe your brand, but Echo gives you the full source code and runs on your own infrastructure, so you can verify every metric and keep your data in-house.
Is Echo a free, open-source alternative to LLMConsole?
Yes. Echo is a free, open-source alternative to LLMConsole. You can self-host the full platform at no cost, read every line of code, and track your AI visibility across ChatGPT, Claude, Perplexity, Gemini, and Google AI Overviews without per-seat or per-prompt fees.
Is LLMConsole open source?
No, LLMConsole is a closed-source, hosted product, so you cannot inspect how its metrics are calculated. Echo is fully open source — you can audit the code, self-host it on your own infrastructure, and avoid vendor lock-in.
How do Echo and LLMConsole compare on sentiment analysis, API access, and MCP?
Echo includes all three: a 0 to 100 sentiment score for every AI answer that mentions you, a REST API with TypeScript and Python SDKs, and an MCP server so assistants like Claude Code and Cursor can query your data. We have not found LLMConsole offering sentiment analysis, API access, or an MCP server.
Can I self-host Echo instead of LLMConsole?
Yes. Echo is designed to be self-hosted — deploy it on your own infrastructure in minutes with the CLI. You keep full ownership of your data and prompts, with no per-seat pricing and no third-party dashboard holding your visibility history.

Ready to track your AI visibility?

Deploy Echo in minutes and start monitoring how ChatGPT, Claude, and Google AI Overviews talk about your brand.