CiteLadder vs Scrunch AI
Scrunch treats the problem as infrastructure: serve agents a different view of the site. We treat it as measurement: crawl what people and engines can already see, then score ChatGPT, Gemini, and Claude with a trail.
AI customer experience. Get your site ready for agents.
| Dimension | CiteLadder | Scrunch AI |
|---|---|---|
| Engines | ChatGPT, Gemini, Claude. Same prompts, one audit, your keys. | Brand presence across answer engines; public pages omit a per-plan roster.Sources: Scrunch supported platforms |
| Scoring | Deterministic, versioned rules over persisted evidence. | Monitoring with citations inside a broader suite. Methodology unpublished.Sources: Scrunch platform |
| Evidence | Every metric opens the raw run, citations and query fanout. | Citations reporting for brand references in AI answers.Sources: Scrunch platform |
| Site health | Built-in Web Fundamentals + AEO audit with remediation. | Edge AXP serves AI-optimized content, plus agent traffic analytics.Sources: Scrunch platform |
| Provenance | Analyzer + rule version stamped on every projection. | No published scoring/analysis versioning.Sources: Scrunch platform |
Publisher-authored and maintained by the CiteLadder team. .
Comparison criteria: published product capabilities, pricing, evidence access, and measurement method. Source links appear beside the dimensions they support: Scrunch platform (Scoring, Evidence, Site health, Provenance) · Scrunch supported platforms (Engines). Re-check before quoting.
Our verdict
Same diagnosis, different treatment. Scrunch serves agents at the edge. We measure ChatGPT, Gemini and Claude with deterministic scores and built-in AEO health on the published site.
Where Scrunch AI fits better
Teams that want the site to serve optimized content to AI agents at the edge: infrastructure, not only measurement.
See your own numbers instead.
Your category, your prompts, raw answers behind every score.