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| # Knowledge Base: Vera Lead Solver | |
| ## Failure Pattern Audit (2026-05-02) | |
| ### 1. Metric Fabrication (Grounding Failure) | |
| - **Pattern**: Bot invented "45 directions" and "0.18% view increase" to sound specific. | |
| - **Deduction**: Specificity score dropped to 6/10. | |
| - **Fix**: Sanitize context and provide a "Whitelist of Grounded Metrics". Warn against inventing secondary metrics. | |
| ### 2. Language Imbalance | |
| - **Pattern**: When Hinglish is requested, the bot writes "mostly in Hindi", which the judge penalizes for not being a proper "mix". | |
| - **Fix**: Instruct bot to use 60% English / 40% Hindi for Hinglish. | |
| ### 3. Abrupt Tones | |
| - **Pattern**: Short messages often sound too formal or clinical without enough "warmth" or "persuasion". | |
| - **Fix**: Use specific persuasive triggers: loss aversion ("losing 5% weekly"), peer proof ("other clinics in [Locality]"), or scarcity. | |
| ### 4. Decision Quality Voids | |
| - **Pattern**: Bot mentions the trigger but doesn't explain the *financial* or *business* impact. | |
| - **Fix**: Prompt bot to explicitly state "WHY ACT NOW" (e.g., "Non-compliance risks clinic closure" or "Recall improves LTV"). | |
| ## Technical Strategy for 50/50 | |
| - **Deterministic Metrics**: Only allow metrics explicitly found in `perf` or `payload`. | |
| - **Character Buffer**: Hard-coded pruning to 300 chars to avoid truncation penalty. | |
| - **Persona**: "Elite Growth Strategist" - peer of the merchant, but authoritative. | |
| - **Citations**: Verbatim inclusion of sources is mandatory. | |