Aeonav vs daydream
Aeonav is an open-source, self-hostable alternative to daydream, an AI visibility tracking tool. Both measure how AI answer engines describe your brand, but Aeonav 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
daydream doesn't list Google AI Mode, Gemini, or Claude among its engines and has no API or MCP server. Aeonav has all of that, and it's free to self-host.
Aeonav
Open-source AEO platform. Self-host for free, forever. Track AI visibility across ChatGPT, Claude, and Google AI Overviews with full transparency.
daydream
Full-service organic search and AI visibility run by agents plus assigned experts
About daydream
daydream sells outcomes rather than a dashboard: SEO agents paired with dedicated humans run organic search and AI visibility programs end to end. It reports working with 12% of the Forbes AI 50 and fourteen billion-dollar companies, publishes case studies with named traffic and conversion figures, won a Shorty Award for SEO and SEM with a Bronze Honor in generative engine optimization, and was cited in a16z Enterprise's essay on how GEO rewrites the rules of search.
Popularity grade: C
- Claims 12% of the Forbes AI 50 and fourteen billion-dollar companies as clients
- Managed service with assigned experts, not self-serve software
- Cited in a16z Enterprise's GEO essay and won a Shorty Award for SEO/SEM
Feature comparison
| Feature | Aeonav | daydream |
|---|---|---|
| Core Tracking | ||
| Multi-LLM Tracking | Yes | Yes |
| AI Visibility Score | Yes | Yes |
| Citation Analytics | Yes | Yes |
| Competitor Benchmarking | Yes | Yes |
| Brand Mention Tracking | Yes | Yes |
| AI Engines | ||
| ChatGPT | Yes | Yes |
| Google AI Overviews | Yes | Yes |
| Google AI Mode | Yes | No |
| Gemini | Yes | No |
| Perplexity | Yes | Yes |
| Microsoft Copilot | Yes | No |
| Claude | Yes | No |
| Grok | Yes | No |
| DeepSeek | Yes | No |
| Meta AI | Yes | No |
| Any Model | Yes | No |
| Real UI Answers | Yes | No |
| Bring Your Own Keys | Yes | No |
| Platform | ||
| White-Label / Agency | Yes | No |
| Open Source | Yes | No |
| Content Generation | No | Yes |
| Advanced Analytics | ||
| Prompt Volume Estimates | No | No |
| Sentiment Analysis | Yes | No |
| Query Fan-Out | Yes | No |
| AI Crawler Analytics | No | No |
| Geographic Tracking | No | No |
| Social Media Tracking | No | No |
| Shopping Tracking | No | No |
| Multi-Language | No | No |
| Actionable Insights | ||
| Action Recommendations | Yes | Yes |
| Content Gap Analysis | Yes | Yes |
| AI Site Audits | No | Yes |
| AI Keyword Research | Yes | Yes |
| Reporting & Integration | ||
| Email Alerts | No | No |
| API Access | Yes | No |
| TypeScript SDK | Yes | No |
| Python SDK | Yes | No |
| MCP Access | Yes | No |
| BI Connectors | No | No |
We last checked daydream 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
- Gemini
- Microsoft Copilot
- Claude
- Grok
- DeepSeek
- Meta AI
- Any Model
- Real UI Answers
- Bring Your Own Keys
- White-Label / Agency
- Open Source
- Sentiment Analysis
- 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
- Perplexity
- Action Recommendations
- Content Gap Analysis
- AI Keyword Research
Only in daydream
- Content Generation
- AI Site Audits
Why choose Aeonav over daydream?
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 daydream?
- Aeonav is an open-source, self-hostable AI visibility platform, while daydream is a closed-source AI visibility tracking tool. Both track how AI answer engines describe your brand, but Aeonav 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 Aeonav a free, open-source alternative to daydream?
- Yes. Aeonav is a free, open-source alternative to daydream. 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 daydream open source?
- No, daydream is a hosted product without public source code. Aeonav is fully open source, so you can read how each metric is calculated, self-host it on your own infrastructure, and take your data with you.
- How do Aeonav and daydream 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. We have not found daydream offering sentiment analysis, API access, or an MCP server.
- Can I self-host Aeonav instead of daydream?
- 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.