Agentic AI Case Studies
Autonomous agents, real results.
Multi-agent pipelines that orchestrate, reason, use tools, and learn, delivering measurable impact across industries.
Banking & Financial Services
6 agentic AI solutions
40% faster detection
Real-Time Fraud Detection & Prevention
Orchestrator coordinates Detector, Alert, Ops, and Dispute agents in a real-time pipeline, calling ML scoring, rules engine, graph DB, and chargeback APIs with a feedback loop.
65% faster KYC
Intelligent Customer Onboarding
Document Intake agent extracts data via OCR, Identity Verifier calls govt ID databases, Risk Scorer evaluates AML signals, Compliance agent checks sanctions lists, and Welcome agent provisions accounts and sends credentials.
3.2x campaign ROI
Hyper-Personalized Marketing Campaigns
Segmentation agent clusters customers via CRM and transaction data, Content agent generates copy with LLM, Channel Optimizer picks send times, A/B agent runs experiments, Performance agent adjusts budgets, and Compliance agent screens for regulatory issues.
35% churn reduction
Proactive Customer Retention
Behavioral Monitor agent scores engagement signals from app/web, Churn Predictor calls propensity model, Offer Strategist selects personalized retention offers via pricing API.
70% faster close
Automated Financial Close & Reporting
Data Collector pulls from 8 source ledgers, Reconciliation agent matches intercompany entries, Variance Detector flags anomalies, Journal Entry agent posts adjustments, Consolidation agent rolls up entities, Report Generator formats GAAP/IFRS outputs, and Reviewer agent routes exceptions for human approval.
28% more deals closed
AI-Driven Sales Acceleration
Pipeline Scorer ranks deals via CRM signals, Research agent enriches accounts from web data, Coach agent provides real-time call guidance using conversation intelligence API, Proposal agent drafts decks with LLM.
Healthcare & Life Sciences
6 agentic AI solutions
3hrs saved/clinician/day
Clinical Workflow Automation
Scribe agent transcribes encounters via speech-to-text, Order Router sends labs/imaging to correct systems via HL7, Scheduler optimizes follow-ups, Results agent flags critical values, and Handoff agent generates shift summaries.
45% fewer no-shows
Patient Engagement & Retention
Risk Monitor agent tracks appointment patterns, Outreach agent sends personalized reminders via SMS/portal APIs, Reschedule agent handles cancellations and fills open slots autonomously.
25% faster reimbursement
Revenue Cycle Optimization
Coding agent assigns ICD/CPT codes from clinical notes, Claim Builder packages submissions, Scrubber agent checks for errors against payer rules, Submission agent files electronically, Denial Manager analyzes rejections, Appeals agent drafts and submits appeal letters, and Payment Poster reconciles remittances.
60% faster enrollment
Clinical Trial Recruitment
Eligibility Screener matches EHR profiles against inclusion/exclusion criteria, Outreach agent contacts candidates via physician-approved channels, Consent agent manages e-consent workflows, Enrollment agent schedules site visits and randomization.
30% lower turnover
Workforce Planning & Retention
Burnout Detector scores fatigue from scheduling, overtime, and survey data, Intervention agent adjusts upcoming shifts via workforce management API, Wellness agent recommends support resources.
35% less waste
Supply Chain & Inventory Management
Demand Forecaster predicts consumption per unit, Expiration Tracker flags items approaching shelf life, Reorder agent places POs with approved vendors via procurement API, Receiving agent validates deliveries against orders, and Waste Reporter logs disposal for compliance.
Retail & E-Commerce
6 agentic AI solutions
28% fewer stockouts
Demand Forecasting at Scale
Signal Collector ingests POS, weather, events, and social data, Forecaster runs per-SKU-per-store predictions, Allocation agent distributes inventory across DCs, Replenishment agent triggers POs with suppliers, and Feedback agent retrains models weekly.
42% higher conversion
Personalized Shopping Experience
Behavior Tracker captures browse/click/cart signals, Profile Builder maintains customer embeddings, Recommender agent calls product catalog and ranking APIs in real-time, and Personalization agent customizes page layouts.
80% auto-resolved
Omnichannel Customer Support
Intake agent normalizes requests from web, app, email, phone, and social, Classifier routes by intent, Order Resolver handles tracking/returns/refunds via OMS API, Billing Resolver adjusts charges, Technical Resolver troubleshoots products, and Escalation agent hands off to human agents with full context.
18% margin improvement
Dynamic Pricing & Promotions
Competitor Scraper monitors pricing across marketplaces, Elasticity agent models demand curves, Pricing agent sets optimal prices via PIM API, and Promo Evaluator measures incremental lift per campaign.
30% faster delivery
Vendor & Supply Chain Management
Supplier Scorer evaluates vendors on quality, lead time, and cost, PO agent automates procurement, Shipment Tracker monitors transit via carrier APIs, Quality Inspector samples inbound goods, and Exception agent escalates delays.
3.5x ROAS
Marketing Attribution & ROI
Data Unifier stitches touchpoints across 8 channels, Attribution agent runs multi-touch models, Budget Optimizer reallocates spend in real-time via ad platform APIs, Creative Analyzer scores ad performance, and Report agent generates executive dashboards.
Manufacturing
6 agentic AI solutions
45% less downtime
Predictive Maintenance
Sensor Ingestion agent streams IoT telemetry, Anomaly Detector identifies degradation patterns, Failure Predictor estimates remaining useful life, Work Order agent creates tickets in CMMS, Parts agent checks inventory and triggers procurement, and Scheduler agent coordinates maintenance windows.
90% defect reduction
Quality Control Automation
Vision Inspector analyzes images from production line cameras, Defect Classifier categorizes issues, Root Cause agent correlates defects to process parameters via MES API, and Corrective Action agent adjusts machine settings or alerts operators.
22% cost reduction
Supply Chain Optimization
Demand Planner forecasts production needs, Supplier Evaluator scores vendors across 15 criteria, Procurement agent negotiates and places orders via EDI, Logistics agent optimizes inbound shipping, Receiving agent validates quality, Risk Monitor tracks geopolitical and weather disruptions, and Alternate Sourcer activates backup suppliers.
60% fewer incidents
Workforce Safety & Compliance
Hazard Detector monitors camera and sensor feeds, Near-Miss Classifier logs incidents, Compliance Checker validates certifications and training records via LMS API, and Safety Reporter generates OSHA-compliant documentation.
25% throughput increase
Production Planning & Scheduling
Demand Intake agent pulls sales orders, Capacity Planner evaluates machine and labor availability, Scheduler agent optimizes production sequences via constraint solver, and Real-Time Adjuster re-plans on disruptions using MES feedback.
18% energy savings
Energy & Sustainability Management
Meter Reader ingests smart meter data per equipment, Consumption Analyzer identifies waste patterns, Optimizer agent adjusts HVAC and machinery schedules, and ESG Reporter compiles Scope 1/2/3 emissions for regulatory filing.
Education & EdTech
6 agentic AI solutions
35% better outcomes
Personalized Learning Paths
Assessment agent evaluates knowledge gaps via adaptive testing, Curriculum Planner selects content from 10K+ resources, Tutor agent provides real-time explanations using LLM, Progress Tracker monitors mastery, and Intervention agent alerts instructors when students struggle.
40% higher yield
Admissions & Enrollment Optimization
Document Processor extracts transcripts and test scores via OCR, Evaluator agent scores applications against rubrics, Yield Predictor estimates enrollment probability, Nurture agent sends personalized communications via CRM, Financial Aid agent matches students to scholarships, and Decision agent compiles committee-ready packets.
50% fewer dropouts
Student Retention & Success
Engagement Monitor tracks LMS activity, grades, and attendance, Risk Scorer identifies at-risk students, and Advisor agent triggers interventions, connecting students to tutoring, counseling, or financial aid resources.
60% time saved
Administrative Workflow Automation
Form Processor digitizes paper submissions, Approval Router sends to correct department, Compliance Checker validates against accreditation standards, and Calendar agent optimizes room and faculty scheduling.
28% higher ratings
Faculty Performance & Development
Survey Aggregator compiles student evaluations, Peer Review agent collects teaching observations, Gap Analyzer identifies skill gaps, and Development Planner creates personalized growth plans with recommended workshops.
35% more grants
Research Grant & Financial Management
Grant Finder matches faculty research to funding opportunities, Proposal Drafter generates narrative sections using LLM, Budget Builder creates compliant cost breakdowns, Submission agent files applications, Compliance Monitor tracks post-award spending, and Report Generator produces sponsor deliverables.
Government & Public Sector
6 agentic AI solutions
70% instant resolution
Citizen Service Automation
Intake agent handles requests via web, phone, and in-person kiosks, Classifier routes across 12 departments, Resolver agent processes permits/licenses/payments, Translation agent serves 8 languages, and Escalation agent transfers complex cases to human staff with full context.
100% compliance
Regulatory Compliance & Audit
Regulation Tracker monitors federal/state/local rule changes, Gap Detector scans agency practices against requirements, Remediation Planner proposes corrective actions, Evidence Collector assembles audit documentation, Audit Trail agent maintains immutable logs, and Report Generator produces examiner-ready packages.
40% faster budgets
Budget Planning & Financial Transparency
Revenue Forecaster projects tax and fee income, Expenditure Analyzer reviews departmental spending patterns, Allocation agent optimizes budget distribution, and Transparency agent publishes real-time dashboards for public access.
35% better retention
Workforce Modernization
Attrition Predictor scores flight risk from tenure, compensation, and engagement data, Recruiter agent posts positions and screens applicants via job board APIs, and Onboarder agent provisions systems, assigns training, and schedules orientation.
25% cost savings
Procurement & Vendor Management
Requirement Analyzer structures purchase requests, Market Research agent identifies qualified vendors, Bid Evaluator scores proposals against weighted criteria, Contract Drafter generates agreement language, Approval Router manages authorization chains, and Performance Monitor tracks vendor SLAs post-award.
50% faster response
Public Safety & Incident Management
Detection agent ingests 911, sensor, and social media signals, Dispatcher agent assigns nearest units via CAD and GIS, Coordination agent manages multi-agency response, Resource agent tracks equipment and personnel availability, and Situation Reporter generates real-time command briefings.
Logistics & Transportation
6 agentic AI solutions
18% fuel savings
Route Optimization Engine
Weather Monitor pulls forecast data, Traffic Analyzer processes real-time road conditions, Demand Planner prioritizes deliveries by urgency, Route Optimizer calculates optimal paths via mapping API, and Dispatcher agent assigns routes to 2,000+ drivers.
40% less breakdowns
Fleet Maintenance & Uptime
Telemetry Ingester streams OBD-II data from 2,000+ vehicles, Health Scorer rates each asset, Failure Predictor estimates breakdown probability, and Work Order agent schedules preventive maintenance in CMMS.
35% faster fulfillment
Warehouse Operations Optimization
Order Prioritizer ranks picks by shipping deadline, Path Optimizer generates efficient pick routes per zone, Labor Allocator balances workload across shifts via WMS API, Packing agent selects optimal box sizes, and Dock Scheduler coordinates outbound staging.
20% lower shipping
Carrier & Vendor Management
Rate Shopper queries 50+ carrier APIs, Lane Analyzer identifies cost-saving consolidations, and Contract Negotiator benchmarks rates against market data to optimize agreements.
92% first-attempt
Last-Mile Delivery Excellence
Customer Predictor models availability windows from historical patterns, Notification agent sends ETA updates via SMS and app, Routing agent adjusts sequence based on real-time confirmations, Photo Proof agent captures delivery evidence, and Exception Handler manages failed attempts.
$4M annual savings
Freight Cost & Invoice Auditing
Invoice Extractor parses carrier bills via OCR, Rate Validator checks charges against contracted rates, Discrepancy Flagger identifies overcharges, Dispute agent files claims with carriers, and Recovery Tracker monitors credit issuance.
Energy & Sustainability
6 agentic AI solutions
22% better accuracy
Grid Demand Forecasting
Weather Ingester pulls meteorological data, Load Historian analyzes consumption patterns, Short-Term Forecaster predicts next-hour demand, Long-Term Planner models seasonal trends, and Dispatch Advisor recommends generation mix to grid operators.
15% higher output
Renewable Asset Management
SCADA Collector streams performance data from 500+ assets, Degradation Detector identifies underperforming panels/turbines, Maintenance Scheduler coordinates field crews via workforce API, and Curtailment Optimizer adjusts output during grid constraints.
55% fewer disputes
Customer Billing & Engagement
Meter Reader validates AMI smart meter data, Bill Calculator applies rate structures, Dispute Resolver investigates customer complaints against usage data, Usage Advisor generates personalized conservation recommendations, and Notification agent sends billing alerts.
100% compliance
Regulatory & Environmental Compliance
Regulation Tracker monitors rule changes across jurisdictions, Emission Calculator computes output from CEMS data, Report Generator produces EPA/state filings, Permit Manager tracks renewal deadlines, Audit Preparer assembles documentation, and Corrective Action agent addresses violations.
30% productivity gain
Field Operations Optimization
Work Order Intake agent triages service requests, Scheduler optimizes crew assignments by skill and location, Route Planner minimizes drive time via GIS, and Digital Inspector captures field data on mobile with photo and GPS verification.
20% better margins
Energy Trading & Risk Management
Market Data Collector streams real-time prices, Forecaster predicts short-term price movements, Position Manager tracks portfolio exposure, Risk Assessor runs VaR and stress tests, Execution agent places trades via exchange APIs, Settlement agent reconciles completed transactions, and Compliance agent logs all activity for FERC reporting.
Telecom & Media
6 agentic AI solutions
55% fewer outages
Network Anomaly Detection
Telemetry Collector monitors 50K+ network elements, Anomaly Classifier distinguishes real issues from noise, Impact Assessor estimates customer exposure, Remediation agent executes config changes or rolls back, and Incident Reporter generates NOC summaries.
30% churn reduction
Subscriber Churn Prevention
Usage Analyzer tracks plan utilization and complaint history, Churn Predictor scores risk 30 days ahead, Offer Designer selects personalized retention incentives, Outreach agent delivers offers via preferred channel, and Win-Back agent re-engages post-cancellation.
75% auto-resolution
Customer Support Transformation
Intent Classifier categorizes requests across billing, technical, and account issues, Resolver agent handles routine queries via BSS APIs, Diagnostic agent troubleshoots network/device problems, and Escalation agent transfers complex cases with full interaction history.
98% revenue captured
Revenue Assurance & Fraud Prevention
Leakage Detector compares CDR mediation against billing records, Fraud Classifier identifies SIM swap and subscription fraud patterns, Investigation agent assembles evidence packages, Recovery agent initiates collection workflows, and Model Trainer feeds confirmed cases back to improve detection.
4x engagement
Content & Campaign Personalization
Audience Builder segments subscribers by behavior and demographics, Content Matcher recommends from catalog, Delivery Optimizer selects timing and channel, and Performance Tracker adjusts strategy based on engagement feedback loops.
30% faster deployment
Infrastructure Planning & 5G Rollout
Demand Mapper predicts coverage needs from population and usage data, Site Selector evaluates candidate locations via GIS and zoning databases, RF Planner optimizes antenna configurations, Spectrum Allocator manages frequency assignments, Permit Tracker monitors municipal approval status, and Construction Coordinator sequences build-outs.
Want to be our next success story?
Let's discuss how Vijan.AI can deliver measurable results for your organization.
Get in touch