Real-World AI Workflows

contract_input
    │
    ├── extract_clauses (parallel)
    │   ├── indemnification
    │   ├── liability_caps
    │   ├── termination_rights
    │   ├── ip_assignment
    │   └── data_privacy
    │
    ├── risk_scoring
    │   └── compare_to_policy_library
    │
    └── conditional_routing
        ├── low_risk → auto_approve + summary
        ├── medium → associate_review_queue
        └── high_risk → partner_escalation

patient_record
    │
    ├── extract_clinical_data
    │   ├── diagnoses (ICD codes)
    │   ├── medications (RxNorm)
    │   ├── lab_values
    │   └── procedures
    │
    ├── foreach: active_trials (parallel)
    │   ├── check_inclusion_criteria
    │   ├── check_exclusion_criteria
    │   └── calculate_match_score
    │
    └── trycatch: missing_data
        ├── success → rank_matches
        └── error → flag_for_manual_review

company_filing
    │
    ├── extract_financials
    │   ├── revenue_breakdown
    │   ├── margin_trends
    │   ├── guidance_changes
    │   └── risk_factors
    │
    ├── conditional: sector_routing
    │   ├── tech → r&d_analysis
    │   ├── retail → same_store_sales
    │   ├── healthcare → pipeline_valuation
    │   └── default → standard_analysis
    │
    ├── compare_to_prior_quarter
    │
    └── generate_research_memo
        └── firm_template_format

customer_inquiry
    │
    ├── classify_intent
    │   └── [order_status, return, complaint, product_qa, billing]
    │
    ├── analyze_sentiment
    │   └── [positive, neutral, frustrated, angry]
    │
    ├── conditional: routing
    │   ├── simple + neutral → auto_respond
    │   ├── complex + neutral → ai_draft_human_review
    │   └── any + angry → priority_escalation
    │
    └── trycatch: order_lookup
        ├── success → include_order_details
        └── error → ask_for_order_number

siem_alert
    │
    ├── enrich_context (parallel)
    │   ├── threat_intel_lookup
    │   ├── asset_criticality
    │   ├── user_risk_score
    │   └── historical_alerts
    │
    ├── correlate_related_alerts
    │   └── group_into_incident
    │
    ├── calculate_risk_score
    │
    └── conditional: priority_routing
        ├── critical → immediate_escalation + containment_recommendation
        ├── high → tier2_queue + investigation_guide
        ├── medium → tier1_queue
        └── low → auto_dismiss + log

pull_request
    │
    ├── classify_change_type
    │   └── [trivial, feature, refactor, security-sensitive]
    │
    ├── analyze (parallel)
    │   ├── security_scan
    │   ├── performance_impact
    │   ├── style_compliance
    │   ├── test_coverage_check
    │   └── breaking_change_detection
    │
    ├── conditional: routing
    │   ├── trivial + all_pass → auto_approve
    │   ├── security_issues → security_team_review
    │   └── default → standard_review_queue
    │
    └── generate_review_summary
        └── post_as_pr_comment

incoming_claim
    │
    ├── analyze (parallel)
    │   ├── narrative_analysis
    │   ├── medical_code_patterns
    │   ├── provider_history
    │   ├── claimant_history
    │   └── geographic_patterns
    │
    ├── calculate_fraud_score
    │   └── weighted_indicators
    │
    ├── conditional: routing
    │   ├── low_risk → auto_process
    │   ├── medium_risk → enhanced_review
    │   └── high_risk → SIU_queue + investigation_brief
    │
    └── feedback_loop
        └── investigator_outcome → retrain_weights

scheduled_trigger
    │
    ├── foreach: suppliers (parallel, batched)
    │   ├── scan_news_sources
    │   ├── check_regulatory_filings
    │   ├── monitor_social_media
    │   └── check_financial_indicators
    │
    ├── classify_risk_type
    │   └── [financial, geopolitical, operational, regulatory]
    │
    ├── map_supply_chain_impact
    │   └── affected_products + factories
    │
    ├── conditional: severity
    │   ├── critical → immediate_alert + mitigation_plan
    │   ├── high → daily_digest + monitoring
    │   └── low → weekly_summary
    │
    └── trycatch: data_source_failures
        └── continue_with_available_sources

content_file
    │
    ├── analyze_content
    │   ├── violence_detection + timestamps
    │   ├── language_analysis
    │   ├── drug_alcohol_references
    │   └── cultural_sensitivity_check
    │
    ├── foreach: markets (parallel)
    │   ├── check_regional_regulations
    │   ├── generate_age_rating
    │   ├── create_localized_description
    │   └── flag_required_edits
    │
    ├── conditional: content_type
    │   ├── children → stricter_review_pipeline
    │   └── general → standard_pipeline
    │
    └── generate_compliance_report
        └── per_market_documentation

offering_memorandum
    │
    ├── extract_property_details
    │   ├── financial_metrics
    │   ├── tenant_roster + lease_terms
    │   ├── capital_structure
    │   └── risk_factors
    │
    ├── enrich (parallel)
    │   ├── pull_comparable_sales
    │   ├── submarket_analysis
    │   ├── zoning_check
    │   └── demographic_trends
    │
    ├── conditional: property_type
    │   ├── retail → foot_traffic_analysis
    │   ├── office → wfh_impact_assessment
    │   ├── industrial → logistics_proximity
    │   └── multifamily → rent_growth_projection
    │
    └── generate_investment_memo
        └── valuation_scenarios