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

resume_input
    │
    ├── extract_candidate_data
    │   ├── skills + experience
    │   ├── education
    │   └── work_history
    │
    ├── anonymize_for_screening
    │   └── remove: name, age, photo, location
    │
    ├── score_against_requirements
    │   └── weighted_match_calculation
    │
    ├── conditional: score_threshold
    │   ├── high_match → schedule_interview
    │   ├── medium → recruiter_review_queue
    │   └── low → rejection_with_feedback
    │
    └── generate_communications
        └── personalized_responses

submission_input
    │
    ├── analyze_against_rubric
    │   ├── content_accuracy
    │   ├── argumentation
    │   ├── writing_quality
    │   └── citations
    │
    ├── generate_feedback
    │   ├── strengths
    │   ├── areas_for_improvement
    │   └── specific_suggestions
    │
    ├── assess_learning_gaps
    │   └── compare_to_learning_objectives
    │
    ├── conditional: student_status
    │   ├── struggling → intervention_alert
    │   ├── on_track → standard_path
    │   └── advanced → enrichment_suggestions
    │
    └── update_learning_profile
        └── adaptive_path_adjustment

permit_application
    │
    ├── extract_application_data
    │   ├── applicant_info
    │   ├── property_details
    │   └── project_scope
    │
    ├── completeness_check
    │   └── required_documents_present?
    │
    ├── router: permit_type
    │   ├── building → building_dept_rules
    │   ├── business → business_license_rules
    │   ├── event → special_events_rules
    │   └── zoning → planning_dept_rules
    │
    ├── regulatory_compliance_check
    │   └── flag_potential_issues
    │
    └── conditional: completeness
        ├── complete → assign_reviewer
        └── incomplete → return_with_checklist

sensor_data_stream
    │
    ├── aggregate_readings
    │   ├── generation_output
    │   ├── transmission_loads
    │   └── distribution_status
    │
    ├── analyze_patterns (parallel)
    │   ├── anomaly_detection
    │   ├── demand_forecast
    │   └── equipment_health
    │
    ├── conditional: anomaly_detected
    │   ├── critical → immediate_alert + operator_guidance
    │   ├── warning → schedule_inspection
    │   └── normal → continue_monitoring
    │
    └── optimize_dispatch
        └── balance_generation_sources

adverse_event_report
    │
    ├── extract_case_data
    │   ├── patient_info
    │   ├── event_description
    │   ├── suspect_products
    │   └── outcomes
    │
    ├── code_to_meddra
    │   └── preferred_terms + SOC
    │
    ├── assess_seriousness
    │   └── regulatory_criteria_check
    │
    ├── causality_assessment_assist
    │   └── flag_for_medical_review
    │
    └── conditional: expedited_reporting
        ├── 15_day → immediate_submission_prep
        └── periodic → aggregate_for_PSUR

daily_shipments
    │
    ├── cluster_by_geography
    │   └── group_nearby_deliveries
    │
    ├── optimize_routes (parallel)
    │   ├── minimize_distance
    │   ├── respect_time_windows
    │   ├── balance_vehicle_loads
    │   └── check_driver_HOS
    │
    ├── assign_to_vehicles
    │   └── match_capacity_requirements
    │
    ├── trycatch: constraints_violated
    │   ├── success → dispatch_routes
    │   └── error → flag_for_manual_review
    │
    └── generate_customer_notifications
        └── eta_communications

grant_opportunity
    │
    ├── analyze_fit
    │   ├── mission_alignment
    │   ├── eligibility_check
    │   └── capacity_assessment
    │
    ├── conditional: fit_score
    │   ├── high_fit → full_application_draft
    │   ├── medium → quick_assessment
    │   └── low → skip_with_reason
    │
    ├── draft_narrative
    │   ├── program_description
    │   ├── impact_metrics
    │   └── budget_justification
    │
    ├── add_supporting_data
    │   └── pull_from_program_database
    │
    └── format_for_submission
        └── funder_specific_requirements

rfp_document
    │
    ├── extract_requirements
    │   ├── scope_items
    │   ├── evaluation_criteria
    │   └── submission_requirements
    │
    ├── match_capabilities
    │   └── search_past_projects + case_studies
    │
    ├── draft_sections (parallel)
    │   ├── executive_summary
    │   ├── approach_methodology
    │   ├── team_qualifications
    │   └── pricing_framework
    │
    ├── quality_review
    │   └── check_firm_standards + completeness
    │
    └── format_for_submission
        └── branding + compliance

daily_site_data
    │
    ├── process_site_photos (parallel)
    │   ├── progress_analysis
    │   │   └── compare_to_schedule
    │   └── safety_detection
    │       └── ppe_hazards_equipment
    │
    ├── analyze_daily_logs
    │   ├── extract_issues
    │   └── track_labor_equipment
    │
    ├── conditional: issues_detected
    │   ├── safety_critical → immediate_alert
    │   ├── schedule_risk → PM_notification
    │   └── normal → include_in_report
    │
    └── generate_daily_report
        └── aggregate_all_sources

field_data_sources
    │
    ├── aggregate_inputs (parallel)
    │   ├── satellite_imagery
    │   ├── soil_sensors
    │   ├── weather_data
    │   └── equipment_telemetry
    │
    ├── analyze_crop_health
    │   └── ndvi_analysis + anomaly_detection
    │
    ├── generate_recommendations
    │   ├── irrigation_schedule
    │   ├── fertilizer_rx_map
    │   └── pest_spray_zones
    │
    ├── conditional: alert_conditions
    │   ├── disease_risk → immediate_notification
    │   ├── weather_event → adjust_schedule
    │   └── normal → daily_summary
    │
    └── export_to_equipment
        └── variable_rate_prescriptions