Aeonav vs OneGlanse

Aeonav and OneGlanse are both open-source AI visibility tools you can self-host and audit. Aeonav's focus is transparent, independently verifiable tracking across ChatGPT, Claude, Perplexity, and Google AI Overviews — with white-label support for agencies and a documented methodology behind every number.

The short version

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

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

Aeonav

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.

OneGlanse

Open SourceFree Tier

Open-source self-hosted AI visibility tracker

OneGlanse at a glance

Screenshot of OneGlanse homepage

About OneGlanse

OneGlanse is an MIT-licensed, self-hosted AI visibility tracker covering ChatGPT, Gemini, Perplexity, Claude, and Google AI Overview. Captures responses through authenticated user accounts on AI web interfaces rather than APIs, stores data on user-controlled infrastructure, and uses a ClickHouse analytics backend.

Popularity grade: F

  • Captures responses from AI web UIs, not just APIs
  • Self-hosted on user infrastructure with BYO API keys
  • ClickHouse analytics backend for data ownership

Feature comparison

FeatureAeonavOneGlanse
Core Tracking
Multi-LLM TrackingYesYes
AI Visibility ScoreYesYes
Citation AnalyticsYesYes
Competitor BenchmarkingYesYes
Brand Mention TrackingYesYes
AI Engines
ChatGPTYesYes
Google AI OverviewsYesYes
Google AI ModeYesNo
GeminiYesYes
PerplexityYesYes
Microsoft CopilotYesNo
ClaudeYesYes
GrokYesNo
DeepSeekYesNo
Meta AIYesNo
Any ModelYesNo
Real UI AnswersYesYes
Bring Your Own KeysYesYes
Platform
White-Label / AgencyYesNo
Open SourceYesYes
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 RecommendationsYesNo
Content Gap AnalysisYesNo
AI Site AuditsNoNo
AI Keyword ResearchYesNo
Reporting & Integration
Email AlertsNoNo
API AccessYesNo
TypeScript SDKYesNo
Python SDKYesNo
MCP AccessYesNo
BI ConnectorsNoNo

We last checked OneGlanse against its own site in Oct 2026. Spot an error? Suggest a correction or edit the data on GitHub.

Key differences

Only in Aeonav

  • Google AI Mode
  • Microsoft Copilot
  • Grok
  • DeepSeek
  • Meta AI
  • Any Model
  • White-Label / Agency
  • 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
  • Citation Analytics
  • Competitor Benchmarking
  • Brand Mention Tracking
  • ChatGPT
  • Google AI Overviews
  • Gemini
  • Perplexity
  • Claude
  • Real UI Answers
  • Bring Your Own Keys
  • Open Source
  • Sentiment Analysis

Why choose Aeonav over OneGlanse?

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 Aeonav on your own infrastructure. The core platform is free and always will be, and Aeonav 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 Aeonav and OneGlanse?
Both Aeonav and OneGlanse are open source, so you can self-host either one and inspect the code. Aeonav focuses specifically on transparent, independently verifiable AI visibility tracking across every major answer engine, with white-label support for agencies and a fully documented methodology behind each number.
Is Aeonav a free, open-source alternative to OneGlanse?
Yes. Aeonav is a free, open-source alternative to OneGlanse. 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 OneGlanse open source?
Yes, OneGlanse is open source. Aeonav is open source as well and is built specifically for self-hosted, independently verifiable AI visibility tracking, so you can audit exactly how each metric is calculated.
How do Aeonav and OneGlanse compare on sentiment analysis, API access, and MCP?
Aeonav 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. OneGlanse offers sentiment analysis, but we have not found it offering API access or an MCP server.
Can I self-host Aeonav instead of OneGlanse?
Yes. Aeonav 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 Aeonav in minutes and start monitoring how ChatGPT, Claude, and Google AI Overviews talk about your brand.