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Serial No | Function | Use Case | Description | Company & Agent Name |
|---|---|---|---|---|
101 | Manufacturing | Hardware Assembly | Humanoids perform part handling, cable insertion, assembly at Houston AI server plant | Foxconn/Nvidia – Humanoid Assembly Agent |
102 | Manufacturing | Manufacturing Scenario | Integrates tariffs, geopolitical, and operational data to simulate impact on pricing and sourcing | PraxisAI – Manufacturing Planning Agent |
103 | Manufacturing Planning | Automated Configuration | Guides and adapts product configuration and BOM setup based on inventory, lead times, and constraints | Tacton – CPQ Agent (Tacton “guided selling” AI workflows) |
104 | Manufacturing Planning & Execution | Delay Prediction & Mitigation | Predicts delays in supplier/mfg lead times using historical and real-time data, and proactively triggers exception workflows or supplier outreach. | Regrello – Delay Prediction Agent |
105 | Demand Planning | GenAI Query Agents | Logility — DemandAI+ enables conversational GenAI-powered demand planning queries and execution. | Logility – DemandAI+ Generative Agents |
106 | Demand Planning | External Signal Integration | Integrates weather, economic, and social data into forecasts via autonomous retrieval agents. | Beam AI – Signal Agent |
107 | Demand Planning & Forecasting | Predictive demand planning | Uses LLMs to analyze sales history, weather, local events, and social media to predict demand and auto-adjust inventory per store. | Walmart – Eden Demand Forecasting Agent |
108 | Demand Planning & Forecasting | Global Product Demand Forecasting | Multi-factor AI including weather, trends, campaigns; used by H&M to reduce stockouts and overstock. | H&M – Clothing Demand Prediction Agent |
109 | Demand Planning & Forecasting | Fresh goods demand forecasting | ML for perishables demand prediction—e.g., Danone integrates internal/external data to improve planning. | Danone – Perishable Demand Forecasting Agent |
110 | Demand Planning & Forecasting | FMCG Cash‑Flow & AP Forecasting | Agentic system automating cash‑flow forecasting, reducing variance from ~35% to 7%, freeing 85% manual work. | FMCG Global Manufacturer – Roboyo AP Forecasting Agent |
111 | Demand Planning & Forecasting | CPG Unified Demand Forecasting | Integrates sales data, weather, reservations to boost accuracy by 6–8 points, saving $100–130M. | Food/Beverage Distributor – Accenture-Forecasting Agent |
112 | Demand Planning & Forecasting | Multi-agent inventory control | InvAgent: academic LLM multi-agent for forecasts, allocations, stockouts, cost control. | Academic – InvAgent (LLM Inventory Agent) |
113 | Planning & Forecasting | Forecasting & Inventory AI | Multi-agent system improves forecasting accuracy, manages seasonal and external impacts, reduces safety stock and stockouts. Used by top retailers. | Blue Yonder – Inventory & Forecasting AI |
114 | Planning | Multi-Agent Orchestration Platform | Orchestrates cross-functional supply chain processes (e.g., planning, stock, disruptions) using collaborative agents. | SAP – Joule Supply Chain Agents |
115 | Planning | Digital Twin Execution Agents | C3.ai agents enable autonomous planning via digital twins and scenario simulations. | C3.ai – Agentic AI Platform |
116 | Planning | Maestro Planning Agents | Kinaxis agents optimize supply planning and execution using unified orchestration. | Kinaxis – Maestro AI Agents |
117 | Planning | Supply‑Chain Planning & Risk Prioritization | Utilizes a swarm of explainable AI agents to generate probabilistic forecasts, detect supply‑chain risks, prioritize planner actions, and autonomously execute standard planning tasks | Daybreak – Autonomous Planning Agent(s) |
118 | Business Planning | Proactive Recommendation Agents | Pigment launched Analyst, Planner, and Modeler agents for autonomous financial and planning tasks. | Pigment – AI Analyst/Planner Agents |
119 | Enterprise Planning | Predictive Scenario Agents | Anaplan Intelligence introduces agentic layers for proactive supply chain and scenario planning. | Anaplan – Agentic Planning Intelligence |
120 | Inventory Planning | Inventory Planning & Forecasting | Generates SKU-level demand forecasts, multi-warehouse replenishment plans, PO/shipments recommendations; executes supplier communication and ETA updates autonomously | Spherecast – Inventory Copilot Agent |
121 | Planning & Analytics | Demand Anomaly Detection | Detects unusual demand patterns and suggests responsiveness actions using AI reasoning and forecasting | Pareto – Demand Sensing Agent (from Pareto’s planning AI suite) |
122 | Supply Chain Planning | Integrated Decision making | Auto-detects and resolves planning exceptions, synchronizes demand/supply, and triggers corrective actions | Infor – Supply Chain Autopilot Agent (via Infor Coleman AI) |
123 | Risk & Scenario Planning | Tariff Impact Simulation & Sourcing Planner | Models tariff cost impacts on shipments, suppliers, and SKUs; suggests alternative sourcing and mitigations | Altana – Tariff Scenario Planner Agent |
124 | Supply/Demand | Container Prioritization Agent | Automatically ranks and prioritizes in-transit containers for shipments, aligning inventory and order demand contextually. | OpsVeda – Container Prioritization App |
125 | Order Management | Fulfillment Prioritization | Adjusts order fulfillment based on demand shifts and real-time capacity constraints. | Akira AI – Fulfillment Agent |
126 | Quality Management | Multi-Agent RCA & Defect Analysis | Specialized agents represent roles (quality, production, materials) and collaborate to analyze sensor/data logs, identify root causes, and orchestrate corrective actions in minutes. | Alexander Thamm – Agentic Quality Management Solution |
127 | Quality Management | Inspection & Computer‑Vision | Vision AI scans for surface defects, micro‑deviations, auto‑triggers corrective actions or alerts. | Bosch / Siemens – Intelligent Inspection Agents |
128 | Quality Management | Factory Troubleshooting | LLM-powered “Factory Operations Agent” queries multi‑source data to diagnose defect etiology, propose solutions, and coordinate human review. | Microsoft & Schaeffler – Factory Operations Agent |
129 | Quality Management | Intelligent Data‑Validation | Auto-fills supplier/manufacturing data, cross-validates entries (e.g., VAT, HS codes, addresses), preventing manual errors and delays. | Regrello – Lattice LTM Data Agent |
130 | Finance | Spend Consolidation & Leakage Control | Automates spend categorization, identifies tail spend, extracts savings opportunities; improves savings visibility | Zycus – Spend Analysis Agent |
131 | Finance | Tariff Impact & Sourcing Optimization | Models SKU-level tariff costs by country of origin, evaluates alternative sourcing, and forecasts margin and cash flow effects in real time | IBM Planning Analytics – Tariff Simulation (Retail Use Case) |
132 | Finance | Invoice Capture, Matching, & Payments Optimization | Extracts invoice data (e.g., PO/invoice/receipt matching), flags mismatches, enforces three-way matching, and schedules payments to optimize cash flow. | Tonkean – AP Invoice Processing Agent |
133 | Innovation & New Product Launch | Campaign Ideation & Creative Agent | Agentic AI analyzes brand, trends, and consumer data to generate creative campaign ideas, prototypes, and personalized marketing at scale. | LVMH (with Google) – Creative Ideation Agent |
134 | Innovation & New Product Launch | Virtual Wardrobe & Styling Agent | AI agent assembles outfit suggestions, adapts virtual wardrobe based on customer preferences and inventory. | Alta (startup) – Virtual Stylist Agent |
135 | Innovation & New Product Launch | Rapid 3D Model Generation & Engineered Stress Prediction | Orchestrated AI agents convert 2D sketches into 3D renderings, run physics-based stress and CFD simulations in seconds, replacing hours of traditional processing | Ford – Autonomous Design & Simulation Agent |
136 | Innovation & New Product Launch | Real-time Category Management & Decision Automation | AI agents within CINDE analyze sales, promotions, inventory, and assortment data to detect anomalies, recommend pricing/promotions, adjust planograms, and support new product launches | SymphonyAI – CINDE Category Manager Copilot |
137 | Order Management & Customer Exp. | Conversational Post-Purchase Support | Chatbots/virtual assistants auto-handle order status inquiries, scheduling, refunds/exchanges, and use sentiment analysis to escalate appropriately. | Akira.ai, Gupshup in logistics |
138 | Order Management & Customer Exp. | Personalized Order Experience | Agentic interface across ERP/CRM invites customers into real-time order visibility, adaptive recommendations, and proactive upsell/cross-sell. | lowtouch.ai integration (Salesforce/Zendesk connectors) |
139 | Order Management & Customer Exp. | Real-Time Customer Tracking & Alert | Multi-touchpoint tracking with proactive ETAs, voice/text alerts, and automated re-routing for issues before they impact delivery. | lowtouch.ai and logistics providers |
140 | Order Management & Customer Exp. | Autonomous Order Processing | Agentic RPA handles order intake, corrects address errors, forecasts demand, prioritizes fulfillment, auto-routes shipments, and notifies customers. | Generic implementations via Agentic RPA (e.g., FedEx, DHL) |
141 | Order Management & Customer Exp. | Cassie – Customer Service Specialist | Manages routine inquiries via email/chat/tickets, proactively updates status, processes penalty claims | FourKites – Cassie |
142 | Order Management & Customer Exp. | Customer Appointment AI | Handles delivery appointment booking & adjustments directly with customers via omni-channel agents | FourKites – Customer Appointment AI |
143 | Sustainability | Emissions Tracking & Scope 1–3 | Autonomous monitoring of facility and supply chain emissions using real-time sensor, utility, procurement, and satellite data. | Utilities (e.g., US power grid/firms) – Scope 1–3 Emissions Agent (NREL-level digital twin) |
144 | Sustainability | Ethical Sourcing | AI autonomously evaluates supplier ESG credentials to recommend greener sourcing based on certifications, practices, and carbon footprints. | LevaData – Ethical Sourcing Agent |
145 | Sustainability | Packaging Optimization | Automates packaging design and cartonization decisions to reduce material waste, shipping costs, and emissions by recommending optimal box sizes, fills, and packaging layouts | N-iX / XenonStack / Retailers – Packaging Optimization Agent |
146 | Sustainability | Sustainable Logistics Planning & Routing Optimization | Optimizes transportation routes, carrier selection, and consolidation strategies to reduce emissions and improve logistics efficiency | Coupa– Navi Transportation Optimization Agent |
147 | Sustainability | Sustainable Decision-Making Optimization | Multi-objective AI models balancing cost, service, emissions, and risk for strategic tradeoffs. | Coupa – ESG Decision Agent |
148 | Sustainability | IoT + Agentic AI Digital Twin Optimization | Real-time control of energy, emissions, and operations via agentic systems informed by IoT-enabled digital twins. | Utilities using NREL-level digital twins for grid and emissions |
149 | Sustainability | ESG Risk Scoring & Reporting | Integrates ESG factors (EcoVadis etc.) into supplier evaluation and sourcing decisions; supports sustainable procurement | Zycus – ESG Analyzer Agent |
150 | Sustainability | Residential & P2P Energy Management | Agents optimize energy production/consumption at homes or communities, schedule EV charging, enable P2P energy trading, and reduce costs/emissions by about 13–20% | Fetch.ai – Energy Optimization Agents |
151 | Sustainability | Decentralized logistics & transport ops | Agents negotiate parking slots, manage freight schedules, coordinate container/vehicle flow, improve urban mobility and asset utilization by optimizing routing and booking | Fetch.ai – Smart Parking & Freight Scheduling Agents |
152 | Compliance | Customs Document Classification & Compliance | Processes customs paperwork, extracts and validates key data points (e.g., product details, quantities), accurately classifies HS codes, and ensures regulatory compliance across international shipments | AiDock – HS Code Classification Agent |
153 | Compliance Tracking | Policy Enforcement & Auditing | Monitors policy adherence via guided intake and approvals; auto-flags non-compliant requests and enforces sourcing rules | Zycus – Compliance Tracking Agent |
154 | Compliance / Policy | Policy Compliance & Intake Guidance | Responds to employee queries about vendor policies, GDPR, PO requests; guides intake workflows and enforces policy compliance. | Tonkean – Policy Q&A Agent |
155 | Documentation & Compliance | Polly – Document Compliance Coordinator | Requests POD, follows up with partners, auto-matches documents to shipments, escalates exceptions | FourKites – Polly |
156 | Contract Management | CLM Automation & Risk Management | Generates contracts, identifies clauses, ensures compliance, auto-tracks renewal and obligations; improves contract turnaround | Zycus – Contract Management Agent |
157 | Contract Lifecycle | Contract Drafting & Lifecycle Management | Automates contract authoring, redline negotiation, clause risk-checks, approval, and renewal—demonstrated in Selecta AG deployment | Zycus – Merlin iContract Agent |
158 | Contract Management | Risk Assessment | Scans new and existing contracts, scores risk exposure, and highlights non-compliant clauses | Icertis – ICI Risk Assessment Copilot |
159 | Contract Intelligence | Obligation Extraction | Parses contracts to extract key obligations (e.g., renewal dates, SLAs) for operational readiness | Zalion – Obligation Extractor (anticipated release) |
160 | Supply Chain Orchestration | Digital Workforce (Tracy & Sam) | Multi-agent system that autonomously handles up to 80% of routine supply chain workflows such as exception handling, coordination, and orchestration | FourKites – Digital Workforce (Tracy & Sam) |
161 | Supply Chain Orchestration | Agentic Decision | Aera Technology provides autonomous decision agents that monitor, plan, and act across supply chain workflows. | Aera Technology – Agentic AI Decision Agents |
162 | Network Orchestration | Network Ops | Oversees multi-enterprise networks—automates order confirmations, container prioritization, carrier assignments, ETA predictions, stock-out fixes, and appointment re-scheduling. | Blue Yonder – Network Ops Agent |
163 | Strategic Sourcing | Source-to-Contract Automation | Automates sourcing events: RFQ creation, supplier discovery, bid comparison, award recommendation; accelerates cycle time and improves savings (Zycus, Zycus Explore, Zycus) | Zycus – Strategic Sourcing Agent |
164 | Source-to-Pay Execution | End-to-End Procure-to-Pay Automation | Handles procurement intake, sourcing, contracts, AP, and invoice processing through agent orchestration; significantly reduces cycle times | Zycus – Merlin S2P Agent |
165 | Onboarding | Vendor Onboarding Automation | Guides suppliers through dynamic forms (e.g., W-9, documentation upload), triages intake, routes for approval, and syncs data to ERP/CRM. | Tonkean – Supplier Intake Agent |
166 | Fraud Detection | AP Fraud & Invoice Exception Detection | Detects anomalies in invoices and payments using AI; prevents fraudulent or duplicate transactions | Zycus – Merlin Fraud Agent |
167 | Tail Spend Automation | Autonomous Tail Spend Negotiation | Independently negotiates and optimizes tail-end purchases, recovering savings with minimal human oversight | Zycus – Merlin Tail Spend Agent |
168 | Asset Tracking & Visibility | Supply Chain Data Agent (“Sophia”) | Autonomous IoT data analysis and decision-making embedded in Surge’s Interius platform. Validated use cases include: Automated Lane Assignments, Surplus Asset Location, Automated Stop Shipments, and Takt Time Monitoring. Sophia adapts to new data and takes action in real time. | Surgere – Sophia Agentic AI Assistant |
169 | Control Tower AI | Fin AI (Natural‑language Insights) | LLM-based natural language interface that surfaces disruption impact, diagnoses shipment issues, guides across product suite, and triggers prescriptive actions | FourKites – Fin AI |
170 | Stakeholder Engagement | Contract Collaboration | Guides cross-functional teams through contract lifecycle events and escalates missing stakeholder input | Didero – Collaboration Agent (internal workflow assistant) |
171 | Retail Operations | Shelf Ops | Enables planners to perform scalable planogram edits using natural-language instructions; automates product swaps, analysis, and reporting. | Blue Yonder – Shelf Ops Agent |
172 | Operations | Conversational Decision Co‑Pilot | Through AskJUNI, users query supply, demand, inventories, and orders via Teams/Slack/WhatsApp; JUNI flags anomalies and recommends prescriptive actions. | OpsVeda – JUNI Agent |
173 | IT | Incident Triage & Autonomous Remediation | Monitors IT/CI/CD and infrastructure systems, detects anomalies (e.g., performance, errors), triages incidents, and performs automated remediations like restarting services or adjusting configurations | SmartOSC – Agentic Issue Resolution Agent |
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