# MLOps Feedback Analysis Report
Generated: 2026-05-11 22:48:09

## Global Statistics
==================================================
SECTION A — GLOBAL STATISTICS
==================================================
Total responses logged : 42
Positive feedback      : 15
Negative feedback      : 24
Partial feedback       : 3
Overall negative rate  : 64.3%

Breakdown by section:
  market_analysis      8 logs,  62.5% negative/partial
  email_editor         12 logs,  75.0% negative/partial
  inbox_flow           7 logs,  42.9% negative/partial
  po_quotation         10 logs,  50.0% negative/partial
  market_chat          5 logs,  100.0% negative/partial

## Top 3 Failed Queries
#1 (3 bad): Prices for Carded vs Combed Gap
#2 (2 bad): Market prediction for: Market Strategic Overview
#3 (1 bad): Market prediction for: Yarn

## Market Analysis
**Metrics:** [('Yarn', 1.0), ('Oil', 1.0), ('ZCE Cotton', 1.0)]

**Gemini Analysis:**
AI analysis skipped (no GEMINI_API_KEY set)

## Email Editor
**Metrics:** Good: 3, Partial: 2, Bad: 7

**Gemini Analysis:**
AI analysis skipped (no GEMINI_API_KEY set)

## Inbox Flow
**Metrics:** Worst Stage: inbox_read (1 fails)

**Gemini Analysis:**
AI analysis skipped (no GEMINI_API_KEY set)

## PO Quotation
**Metrics:** Avg Delta: 3.00, Bad Rate: 50.0%

**Gemini Analysis:**
AI analysis skipped (no GEMINI_API_KEY set)

## Strategic Recommendation
AI analysis skipped (no GEMINI_API_KEY set)