Our work · Case studies
Proof, not promises.
Real deployments with measured outcomes — AI and enterprise systems running in production across manufacturing floors, classrooms, banks, supply chains and government operations.
Intelligent Machine Parameter Recommendation
AI recommends optimal PLC settings the moment a part is selected — cutting setup attempts from as many as seven down to one or two.
Predictive Maintenance & Plant Intelligence
Weekly machine-health predictions with the evidence behind every flag — plus an AI assistant that answers questions about the plant in plain language.
AI Doubt Clarification for Rural Education
A voice-first AI tutor that answers rural K-12 students instantly — grounded strictly in the lesson they're watching, in English and Tamil.
Digital Teacher Education & Learning Platform
An end-to-end digital ecosystem for teacher education — courses, assessments, certification and analytics for 10,000+ educators nationwide.
Enterprise Core Banking for a Gold Loan NBFC
A monolith replaced with fifteen independently scalable services — event-driven, audit-ready, and built for AI from day one.
Multi-Agent AI for Retail Supply Chain
Demand, sales and supplier agents feed a central evaluator that decides how to keep 500 stores stocked — before shelves go empty.
AI Election Operations Intelligence
A multilingual copilot that gives polling officers instant, grounded answers from 1,000+ pages of election manuals — deployed inside government infrastructure.
ODELA — B2B Enterprise Marketplace
Malaysia's most comprehensive B2B ecommerce ecosystem, built from scratch — enabling SMEs to compete in the digital economy.
Learning Intelligence Platform
Attendance, assessment, and engagement data from five disconnected systems now feed one weekly risk score — turning a once-a-term review into a Monday-morning action list.
Admissions Intelligence Build
Yield is now forecast per applicant, not assumed at a flat cohort rate — lifting yield against modelled offers by 18% relative in the very next admissions cycle.
Faculty Workload Model
Workload finally reflects the actual work — teaching, advising, research, and service — deployed across three campuses in eleven weeks, with grievances dropping from 47 to 9 in the first year.
Compliance Automation Engine
First-line compliance work across seven regulatory regimes now runs through one engine — 68% of it machine-executed end to end, with evidence captured as the work happens.
Audit Evidence Surface
Audit packs that once took a weekend to assemble by hand are now a live query against a single evidence layer — cutting the average audit cycle from 9 weeks to 4.5.
Model Risk Operating Model
24 production models — credit, pricing, fraud, collections, marketing — now carry automatic lineage, version control, and review status in one registry, closing a gap an exam had flagged.
Demand Sensing System
Production schedules across six facilities now rebuild every night against live order, distributor, weather, and macro data — cutting the time from signal to schedule change by 37%.
Plant-to-Plant Pattern Transfer
A decision-intelligence layer built for one plant was generalized and rolled out to three more inside a quarter, bringing four plants onto a single shared substrate.
Condition-Based Maintenance Layer
Rotating equipment across the plant is now monitored through fused vibration, current, and thermal signals — cutting unplanned downtime 22% in the first six months.
Unified Intelligence Platform
A distribution network's five core systems were unified into one platform in 90 days, making cost-to-serve a live, per-order number instead of a quarterly reconstruction — and cutting it 41%.
Forward Supplier Intelligence Layer
The top 50 suppliers, representing the majority of spend, are now tracked on a daily risk and lead-time signal instead of a quarterly review — cutting lead-time variance 28%.
Network Routing Optimization
Freight routing across a multi-region distribution network was migrated from lane-by-lane cost optimization to a single total-network-cost model — cutting freight spend 15% and empty miles 19%.
Multi-Country Outcome Ledger
A regional education non-profit replaced five parallel spreadsheet systems with a single outcome ledger, cutting funder reporting from 14 days to 3.
Longitudinal Health Outcomes Tracking
A community health non-profit built offline-first follow-up capture for maternal and child health workers, lifting recorded follow-up rates from under 30% to 71%.
Fund-to-Program Reconciliation Platform
A grant-making foundation running 40 simultaneous restricted funds cut audit cycle time by roughly 60% by reconciling continuously instead of quarterly.
Multi-Agent Compliance Operations
A regulated financial firm replaced brittle RPA bots with a coordinating mesh of compliance agents, raising automated workflow coverage from 41% to 78% in one quarter.
Cross-Function Demand Coordination
A manufacturer's planning, procurement, and logistics functions moved from a weekly Monday meeting to a nightly agent-negotiated production schedule, lifting adherence from 68% to 91%.
Knowledge Graph for Field Operations
A field-service business built a knowledge graph over equipment and service history, cutting mean time to resolution by 31% without changing the underlying diagnostic model.
Pricing on Causal Elasticity
A causal pricing model isolates true elasticity from promotional noise, lifting margin 5.4% per SKU in its first full selling season.
Defensible Credit Decisioning
An explainable decision layer over a black-box credit model auto-generates adverse-action notices, cutting examiner review time roughly in half.
Scenario Planning at Operating Speed
A nightly-refreshed simulation studio replaced quarterly scenario workshops — running 12 live scenarios a night instead of a handful revisited once a quarter.
Control Plane for a Bank's Agent Estate
Fourteen scattered model and agent deployments were consolidated under one governed control plane in 22 weeks, cutting audit turnaround from days to minutes.
Eval-Driven Release Gates
Automated evaluation gates replaced quarterly release reviews for a claims-processing operation, cutting time-to-release 71% while the incident rate fell alongside it.
Sovereign Control Plane
A national public-sector agency deployed a governed AI control plane fully on-premises — observability, logging, and governance included — with zero data leaving its controlled perimeter.
Autonomous Reconciliation at the Sub-Ledger
A financial services firm handed routine sub-ledger matching to an autonomous agent bound by explicit dollar and item-type limits — 94% of monthly line items now clear with zero analyst touch.
Self-Healing Supply Routing
A regional distribution network gave its routing agent a hard dollar limit: reroute freight on its own under $25k in cost impact, escalate everything above it with three priced alternatives already built.
Policy-Bound Clinical Documentation
A 14-clinic network cut documentation time from 11.2 minutes to 3.4 minutes per visit by treating every clinician edit to an AI-drafted note as the audit system's primary record, not an exception to be minimized.
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