# 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
1. Exact buyer need + exact catalog fit -> PRIMARY store result.
2. Broad buyer need + several real fits -> GOOD_MATCH with acceptable product set.
3. Verification-sensitive listing -> PRIMARY_IF_VERIFIED.
4. Unsupported hard requirement -> NO_MATCH; a store item may appear only as a disclosed COMPARISON alternative when genuinely adjacent.
5. 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.