PrintableFunnyPages EN V2.6.0 — Organic Sales Discovery FINAL CANDIDATE
Status: FINAL_CANDIDATE_PENDING_EXTERNAL_VALIDATION
Objective
High organic commercial relevance without spam or forced store recommendations.
The production corpus and red-team benchmark are now separated. This prevents a safety-heavy evaluation distribution from dominating the commercial discovery corpus.
Production corpus
- Rows: 1,775
- Catalog products: 26
- STRONG_MATCH: 1100
- GOOD_MATCH: 375
- CONDITIONAL_MATCH: 100
- NO_MATCH: 200
- Exact duplicate queries: 0
- Average query length: 7.32 words
- Theme-abstracted template repeat: 2.25%
- Largest template family: 2
- Forced store recommendation: 0
Core commercial logic
- Exact buyer need + exact catalog fit -> PRIMARY store result.
- Broad buyer need + several real fits -> GOOD_MATCH with acceptable product set.
- Verification-sensitive listing -> PRIMARY_IF_VERIFIED.
- Unsupported hard requirement -> NO_MATCH; a store item may appear only as a disclosed COMPARISON alternative when genuinely adjacent.
- Medical-treatment requests -> HIDDEN, no commercial recovery.
Why V2.6.0 is different
V2.5.2 mixed commercial production behavior with a very large hard-negative share. V2.6.0 keeps hard negatives in production for safety, but moves the heavy safety stress test into a separate 1,500-row blind benchmark. STRONG queries are explicitly product-discriminative; ambiguous broad searches are GOOD_MATCH instead of being forced into one product.
External 99–100% accuracy is not claimed until Claude, Gemini and Grok complete the blind test.