Case Studies

AI that creates
measurable impact.

Real clients. Real problems. Real results. Explore how Arc Cogito has generated $2.4B in value across industries and countries.

E-CommerceSingapore

Meridian Retail Group

The Challenge

Manual product recommendations and fragmented customer data were costing Meridian millions in missed conversions and high cart abandonment.

Our Solution

We built a real-time personalization engine combining collaborative filtering, behavioral ML, and LLM-powered search. Integrated directly into their Shopify Plus stack with <50ms latency.

340%
Year 1 ROI

Key Results

  • 340% ROI in the first year
  • 28% increase in average order value
  • 41% reduction in cart abandonment
  • Live in 6 weeks from kickoff
HealthcareAustralia

Apex Medical Network

The Challenge

Clinical staff across 12 hospitals were spending 60%+ of their time on administrative tasks — documentation, prior authorizations, scheduling — instead of patient care.

Our Solution

Deployed an ambient AI scribe system using fine-tuned medical LLMs, integrated with their Epic EHR. Built an automated prior-authorization agent that reduced approval time from 3 days to 4 hours.

58%
Admin Time Saved

Key Results

  • 58% reduction in administrative workload
  • 3.2 additional patient hours per clinician per day
  • Prior auth time: 72 hours → 4 hours
  • Zero HIPAA compliance incidents
Financial ServicesHong Kong

Crestline Capital

The Challenge

Legacy rule-based fraud detection was catching less than 70% of anomalous transactions, with a high false positive rate freezing legitimate customer accounts.

Our Solution

Built an ensemble ML model combining gradient boosting and neural networks with real-time feature engineering. Added an explainable AI layer for compliance and a human review queue for edge cases.

99.2%
Detection Rate

Key Results

  • 99.2% fraud detection accuracy
  • 84% reduction in false positives
  • Real-time inference at <10ms
  • Full explainability for regulatory audit
ManufacturingGermany

Hartmann Industrial

The Challenge

Unplanned equipment downtime was costing Hartmann $4M+ per year across 8 production facilities. Maintenance was reactive, not predictive.

Our Solution

Deployed IoT sensor integrations with a predictive maintenance ML model trained on 5 years of equipment data. Built a maintenance alert system that predicts failures 72+ hours in advance.

$4.2M
Annual Savings

Key Results

  • $4.2M annual cost savings
  • 89% reduction in unplanned downtime
  • Failure predictions 72h in advance
  • ROI achieved in under 4 months
LegalUnited Kingdom

Nexus Legal Partners

The Challenge

Junior associates were spending 80% of billable hours on document review and due diligence — a bottleneck that limited the firm's capacity to take on new cases.

Our Solution

Built a RAG-powered legal research assistant trained on case law, statutes, and the firm's 20-year case archive. Integrated a contract review AI that flags risks and anomalies in seconds.

80%
Review Time Saved

Key Results

  • 80% reduction in document review time
  • Firm capacity increased by 40%
  • New case intake up 35% same headcount
  • 98.4% accuracy on contract risk flagging
Retail & LogisticsUnited States

Luminos Supply Co.

The Challenge

Demand forecasting accuracy was 61%, leading to chronic overstock in some SKUs and stockouts in high-demand products — bleeding $8M in annual working capital.

Our Solution

Built a multi-horizon demand forecasting system using LightGBM and temporal fusion transformers, integrating weather, events, macroeconomic signals, and historical POS data.

94%
Forecast Accuracy

Key Results

  • Forecast accuracy improved to 94%
  • $6.1M working capital freed
  • Stockouts reduced by 73%
  • Deployed across 340 SKUs

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