Comparisons
How CiteLadder compares.
Side-by-side notes on engines, scoring, evidence and keys. Each comparison records its own review date and first-party sources.
Compared honestly.
Competitor facts come from each vendor’s public site. Ours come from this codebase.
- Deterministic scoring: versioned rules, not an LLM judge
- BYOK: measurement runs on your provider keys
- Evidence first: every metric links to persisted run evidence
At a glance
- Engines
- ChatGPT · Gemini · Claude
- Scoring
- Versioned deterministic rules
- Evidence
- Metric → run → answer
- Keys
- BYOK · encrypted at rest
- Site health
- Web Fundamentals + AEO
- Provenance
- Analyzer + rule on every score
Don’t compare pages. Compare evidence.
Same prompts across ChatGPT, Gemini and Claude. Raw responses included.