hvac-kia-content/analysis_results/llm_enhanced/traditional_gap_analysis_20250829_023341.json
Ben Reed 0cda07c57f feat: Implement LLM-enhanced blog analysis system with cost optimization
- Added two-stage LLM pipeline (Sonnet + Opus) for intelligent content analysis
- Created comprehensive blog analysis module structure with 50+ technical categories
- Implemented cost-optimized tiered processing with budget controls ($3-5 limits)
- Built semantic understanding system replacing keyword matching (525% topic improvement)
- Added strategic synthesis capabilities for content gap identification
- Integrated batch processing with fallback mechanisms and dry-run analysis
- Enhanced topic diversity from 8 to 50+ categories with brand tracking
- Created opportunity matrix generator and content calendar recommendations
- Processed 3,958 competitive intelligence items with intelligent tiering
- Documented complete implementation plan and usage commands

🤖 Generated with [Claude Code](https://claude.ai/code)

Co-Authored-By: Claude <noreply@anthropic.com>
2025-08-29 02:38:22 -03:00

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{
"high_opportunity_gaps": [],
"medium_opportunity_gaps": [
{
"topic": "specific_filter",
"competitive_strength": 4,
"our_coverage": 0,
"opportunity_score": 5.140000000000001,
"suggested_approach": "Position as the definitive technical resource",
"supporting_keywords": [
"specific_filter"
]
},
{
"topic": "specific_refrigeration",
"competitive_strength": 5,
"our_coverage": 0,
"opportunity_score": 5.1,
"suggested_approach": "Approach from a unique perspective not covered by others",
"supporting_keywords": [
"specific_refrigeration"
]
},
{
"topic": "specific_troubleshooting",
"competitive_strength": 5,
"our_coverage": 0,
"opportunity_score": 5.1,
"suggested_approach": "Approach from a unique perspective not covered by others",
"supporting_keywords": [
"specific_troubleshooting"
]
},
{
"topic": "specific_valve",
"competitive_strength": 4,
"our_coverage": 0,
"opportunity_score": 5.08,
"suggested_approach": "Position as the definitive technical resource",
"supporting_keywords": [
"specific_valve"
]
},
{
"topic": "specific_motor",
"competitive_strength": 5,
"our_coverage": 0,
"opportunity_score": 5.0,
"suggested_approach": "Approach from a unique perspective not covered by others",
"supporting_keywords": [
"specific_motor"
]
},
{
"topic": "specific_cleaning",
"competitive_strength": 5,
"our_coverage": 0,
"opportunity_score": 5.0,
"suggested_approach": "Approach from a unique perspective not covered by others",
"supporting_keywords": [
"specific_cleaning"
]
},
{
"topic": "specific_coil",
"competitive_strength": 5,
"our_coverage": 0,
"opportunity_score": 5.0,
"suggested_approach": "Approach from a unique perspective not covered by others",
"supporting_keywords": [
"specific_coil"
]
},
{
"topic": "specific_safety",
"competitive_strength": 5,
"our_coverage": 0,
"opportunity_score": 5.0,
"suggested_approach": "Approach from a unique perspective not covered by others",
"supporting_keywords": [
"specific_safety"
]
},
{
"topic": "specific_fan",
"competitive_strength": 5,
"our_coverage": 0,
"opportunity_score": 5.0,
"suggested_approach": "Approach from a unique perspective not covered by others",
"supporting_keywords": [
"specific_fan"
]
},
{
"topic": "specific_installation",
"competitive_strength": 5,
"our_coverage": 0,
"opportunity_score": 5.0,
"suggested_approach": "Approach from a unique perspective not covered by others",
"supporting_keywords": [
"specific_installation"
]
},
{
"topic": "specific_hvac",
"competitive_strength": 5,
"our_coverage": 0,
"opportunity_score": 5.0,
"suggested_approach": "Approach from a unique perspective not covered by others",
"supporting_keywords": [
"specific_hvac"
]
}
],
"content_strengths": [
"Refrigeration: Strong advantage over competitors",
"Electrical: Strong advantage over competitors",
"Troubleshooting: Strong advantage over competitors",
"Installation: Strong advantage over competitors",
"Systems: Strong advantage over competitors",
"Controls: Strong advantage over competitors",
"Efficiency: Strong advantage over competitors",
"Codes Standards: Strong advantage over competitors",
"Maintenance: Strong advantage over competitors",
"Furnace: Strong advantage over competitors",
"Commercial: Strong advantage over competitors",
"Residential: Strong advantage over competitors"
],
"competitive_threats": [],
"analysis_summary": {
"total_high_opportunities": 0,
"total_medium_opportunities": 11,
"total_strengths": 12,
"total_threats": 0
}
}