hvac-kia-content/analysis_results/llm_enhanced/traditional_topic_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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{
"primary_topics": {
"refrigeration": 2391.0,
"troubleshooting": 1599.0,
"electrical": 1581.0,
"installation": 951.0,
"systems": 939.0,
"efficiency": 903.0,
"controls": 753.0,
"codes_standards": 624.0
},
"secondary_topics": {
"specific_hvac": 3441.0,
"specific_refrigeration": 798.0,
"specific_troubleshooting": 303.0,
"specific_installation": 261.0,
"specific_coil": 180.0,
"specific_cleaning": 165.0,
"specific_motor": 159.0,
"specific_fan": 126.0,
"specific_safety": 111.0,
"specific_valve": 96.0,
"specific_filter": 93.0
},
"keyword_clusters": {
"refrigeration": [
"refrigerant",
"compressor",
"evaporator",
"condenser",
"txv",
"expansion",
"superheat",
"subcooling",
"manifold"
],
"electrical": [
"electrical",
"voltage",
"amperage",
"capacitor",
"contactor",
"relay",
"transformer",
"wiring",
"multimeter"
],
"troubleshooting": [
"troubleshoot",
"diagnostic",
"problem",
"issue",
"repair",
"fix",
"maintenance",
"service",
"fault"
],
"installation": [
"install",
"setup",
"commissioning",
"startup",
"ductwork",
"piping",
"mounting",
"connection"
],
"systems": [
"heat pump",
"furnace",
"boiler",
"chiller",
"vrf",
"vav",
"split system",
"package unit"
],
"controls": [
"thermostat",
"control",
"automation",
"sensor",
"programming",
"sequence",
"logic",
"bms"
],
"efficiency": [
"efficiency",
"energy",
"seer",
"eer",
"cop",
"performance",
"optimization",
"savings"
],
"codes_standards": [
"code",
"standard",
"regulation",
"compliance",
"ashrae",
"nec",
"imc",
"certification"
]
},
"technical_depth_scores": {
"refrigeration": 1.0,
"troubleshooting": 1.0,
"electrical": 1.0,
"installation": 1.0,
"systems": 1.0,
"efficiency": 1.0,
"controls": 1.0,
"codes_standards": 1.0
},
"content_gaps": [
"Troubleshooting + Electrical Systems",
"Installation + Code Compliance",
"Maintenance + Efficiency Optimization",
"Controls + System Integration",
"Refrigeration + Advanced Diagnostics"
],
"hvacr_school_priority_topics": {
"refrigeration": 2391.0,
"troubleshooting": 1599.0,
"electrical": 1581.0,
"installation": 951.0,
"systems": 939.0,
"efficiency": 903.0,
"controls": 753.0,
"codes_standards": 624.0
},
"analysis_metadata": {
"hvacr_weight": 3.0,
"social_weight": 1.0,
"total_primary_topics": 8,
"total_secondary_topics": 11
}
}