Nyman Media vs Daydream.
Daydream is an AI search visibility platform that tracks how your brand and competitors are cited across ChatGPT, Perplexity, and other LLM-driven search experiences.
Daydream operates at the answer layer: what AI search engines actually say about your brand to real users. Nyman Media operates at the input layer: whether those engines can crawl, parse, and trust your site enough to mention you correctly.
Daydream is the right tool when you already know your site is AI-ready and you want to measure how the AI surface is responding. We're the right tool when the score might still be the problem. The cheaper diagnostic ($19/mo, free first audit) before the more expensive measurement tool is usually the right buying order.
| feature | nyman media | daydream |
|---|---|---|
| What it measures | Site-side AI-readiness across crawl, structure, content, and UX | Citation rate and visibility across AI search engines |
| Output | Score, deterministic findings, fix recommendations, public certificate | Visibility analytics, competitor share, prompt explorer |
| Free tier | Yes: 1 audit/day, public certificate | Trial / demo |
| Pricing | $19/mo, founder rate locked for life | Tiered SaaS, sales-led at the top |
| Multi-LLM citation tracking | No | Yes |
| Developer / CI surface | REST + CLI + MCP, exit-code deploy gates | Web app |
| Public, indexable per-domain audit page | Yes | No |
- ›You want ongoing tracking of how AI search engines cite you over time
- ›You're benchmarking against named competitors at prompt level
- ›You have the team and budget for ongoing AI search monitoring
- ›You want to fix the technical foundation before paying for outcome tracking
- ›You want a free first audit with no signup, no sales touch
- ›You want to run audits from Claude Desktop / Cursor / ChatGPT via MCP
- ›You want each audit to be a citable, indexable public URL
If your team has the budget for both, that's the right answer. Fix the input side with us, then measure the output side with Daydream. If you can only do one right now, run a free audit here first. There's no point tracking citation share for a site AI crawlers can't reach.