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  3. Geo Retrofit Benchmark 741 To 0 Structural Errors
Original Research14-07-2026•Reading time10 min

GEO Retrofit Benchmark: 741 Structural Errors to Zero Without Touching Existing Prose

Most GEO advice is cosmetic. An additive engine (injects, does not rewrite) took 741 structural errors to zero across 194 bilingual articles: 386 missing-FAQ errors closed automatically, 310 missing-citation errors closed only after manual review.

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Most GEO advice is cosmetic. An additive engine (injects, does not rewrite) took 741 structural errors to zero across 194 bilingual articles: 386 missing-FAQ errors closed automatically, 310 missing-citation errors closed only after manual review.

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