Echo vs Tesseract

Echo is an open-source, self-hostable alternative to Tesseract, 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

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

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.

Tesseract

AI Visibility TrackingFree Tier

AI Mode versus AI Overview tracking, from the AdLift agency

Tesseract at a glance

Screenshot of Tesseract homepage

About Tesseract

Tesseract, built by agency AdLift, tracks visibility across Google AI Overviews, AI Mode, ChatGPT, Gemini, Perplexity, Claude, and DeepSeek, with a recent focus on comparing AI Mode and AI Overview side by side for visibility, competitor gaps, and citations. It combines that with conventional SEO ranking data and sells AEO and LLM SEO services alongside, with playbooks by vertical including healthcare, hospitality, retail, FMCG, and D2C.

Popularity grade: C

  • Side-by-side AI Mode versus AI Overview comparison
  • Agency-built, with AEO and LLM SEO services sold alongside the tool
  • Vertical playbooks across healthcare, hospitality, retail, FMCG, and D2C

Feature comparison

FeatureEchoTesseract
Core Tracking
Multi-LLM TrackingYesYes
AI Visibility ScoreYesYes
Citation AnalyticsYesYes
Competitor BenchmarkingYesYes
Brand Mention TrackingYesYes
AI Engines
ChatGPTYesYes
Google AI OverviewsYesYes
Google AI ModeYesYes
GeminiYesYes
PerplexityYesYes
Microsoft CopilotYesNo
ClaudeYesYes
GrokYesNo
DeepSeekYesYes
Meta AIYesNo
Any ModelYesNo
Real UI AnswersYesNo
Bring Your Own KeysYesNo
Platform
White-Label / AgencyYesYes
Open SourceYesNo
Content GenerationNoNo
Advanced Analytics
Prompt Volume EstimatesNoNo
Sentiment AnalysisYesYes
Query Fan-OutYesNo
AI Crawler AnalyticsNoNo
Geographic TrackingNoNo
Social Media TrackingNoNo
Shopping TrackingNoNo
Multi-LanguageNoNo
Actionable Insights
Action RecommendationsYesYes
Content Gap AnalysisYesYes
AI Site AuditsNoYes
AI Keyword ResearchYesYes
Reporting & Integration
Email AlertsNoNo
API AccessYesNo
TypeScript SDKYesNo
Python SDKYesNo
MCP AccessYesNo
BI ConnectorsNoNo

Key differences

Only in Echo

  • Microsoft Copilot
  • Grok
  • Meta AI
  • Any Model
  • Real UI Answers
  • Bring Your Own Keys
  • Open Source
  • Query Fan-Out
  • API Access
  • TypeScript SDK
  • Python SDK
  • MCP Access

Both offer

  • Multi-LLM Tracking
  • AI Visibility Score
  • Citation Analytics
  • Competitor Benchmarking
  • Brand Mention Tracking
  • ChatGPT
  • Google AI Overviews
  • Google AI Mode
  • Gemini
  • Perplexity
  • Claude
  • DeepSeek
  • White-Label / Agency
  • Sentiment Analysis
  • Action Recommendations
  • Content Gap Analysis
  • AI Keyword Research

Only in Tesseract

  • AI Site Audits

Why choose Echo over Tesseract?

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 Tesseract?
Echo is an open-source, self-hostable AI visibility platform, while Tesseract 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 Tesseract?
Yes. Echo is a free, open-source alternative to Tesseract. 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 Tesseract open source?
No, Tesseract 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 Tesseract 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. Tesseract offers sentiment analysis, but we have not found it offering API access or an MCP server.
Can I self-host Echo instead of Tesseract?
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.