How to compare the two models for SEO research
**Build a task set from real briefs.** Pull keywords, intents, and competitor sets across the nine workflows — SERP intent, clusters, internal links, briefs, schema, AEO/GEO, freshness, citations, pricing — and lock them before either model sees the prompt so you are comparing like for like.
**Account for the input difference.** Claude Opus 4.7 works from pasted SERP HTML or Ahrefs/SEMrush exports, while Gemini 2.5 Pro can fetch live via Search grounding. That difference drives most of the workflow split below, so test the way you will actually feed each model.
**Score on the dimensions that matter.** Grade each output on intent accuracy, structural quality, source verifiability, originality, brief usability, and helpful-content alignment, and verify every cited statistic against the primary source. The verdicts below describe the patterns each model tends to show; your own results should drive the decision.