Nyman Media vs PeerLogic.
PeerLogic is a generative-engine optimization platform: it tracks how AI search engines describe your brand and recommends content actions to improve citation share.
PeerLogic is a measure-and-optimize tool that lives in the AI answer surface. Nyman Media is a diagnose-and-fix tool that lives one layer deeper, at the site infrastructure that those answer engines actually crawl.
PeerLogic's recommendations are most useful once your site is structurally legible. If GPTBot is blocked, your JSON-LD is malformed, or the page renders blank without JavaScript, no content-level intervention can move the needle. We're the cheaper, faster check that the foundation is solid, and our AI visibility snapshot runs buyer-intent questions on demand to report your mention rate, share-of-voice, and average position in a single run. Premium adds single-engine citation-share tracking; multi-engine analytics and managed content optimization are a separate category we don't offer.
| feature | nyman media | peerlogic |
|---|---|---|
| What it measures | Site-level AI-readiness signals (technical + content + UX) | Brand mention frequency and citation patterns in AI answers |
| Output | Score, deterministic findings, fix recommendations, sharable certificate | Visibility reports, content recommendations, prompt-level analytics |
| Free tier | Yes: 1 audit/day, public certificate, no signup | Trial gated by sales |
| Pricing | $19/mo self-serve | Sales-led, enterprise focus |
| AI answer visibility | On-demand snapshot of mention rate, share-of-voice, and average position (single run, no continuous analytics) | Continuous citation-share analytics and prompt-level reporting |
| Developer surface | REST + CLI + MCP | Web app, account-managed |
| Public audit certificate | Yes: every audit | Internal to customer |
- ›You have budget for ongoing AI-search visibility tracking and content optimization
- ›Your team is structured around content marketing and prompt-level analytics
- ›You need account-managed onboarding and dedicated CSM support
- ›You're at the diagnose-and-fix stage, not the measure-and-optimize stage
- ›You want to run audits from your terminal or AI client via MCP
- ›You want a public per-domain certificate as a shareable artifact
- ›You'd rather spend on fixes than on subscription tracking
Start here. Run a free audit to fix the input side, then track the outcome: Premium re-checks your buyer questions weekly against the typical AI-assistant answer, alerts you when an answer changes, and ties the movement back to the fixes you shipped. There's no point tracking citation share for a site AI crawlers can't reach, so the order is foundation first, outcome next.