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