SwankyForge
SwankyForge

What We Build

Ten production-ready ML solution areas grounded in real implementations.

Product ML partner for measurable outcomes. We commit to metrics, validation, and production rollout.

Document Processing & Data Extraction

Turn PDFs, scans, emails, and forms into structured data that flows into CRM, ERP, or BI systems using OCR and NLP.

documentsinvoicescontractsformsautomation

Fraud, Abuse & Anomaly Detection

Identify fraud, abuse, and abnormal behavior in transactions, claims, orders, or logs using anomaly detection and graph-based ML.

fraudlossessuspicious activityrisk control

Predictive Maintenance & Asset Health

Anticipate equipment failures and asset degradation from sensor and telemetry data to reduce downtime and optimize maintenance schedules.

equipment breakdownsrepairsdowntimemaintenance planning

Forecasting & Capacity Planning

Forecast operational load (calls, orders, shipments, energy demand, warehouse volume) to plan capacity and workforce with confidence.

planningforecastingstaffingworkload

Process Bottlenecks & Automation

Expose process bottlenecks from system event logs and automate repetitive steps using process mining with RPA and ML.

process optimizationdelaysautomationefficiency

Visual Quality Inspection

Detect defects, damage, labeling errors, and safety violations in images and video using computer vision inspection models.

quality controldefectsvisual inspectionsafety

Support Productivity Copilots

Boost support productivity with GenAI copilots for call and ticket summaries, suggested replies, knowledge search, and compliance checks.

customer servicesupport efficiencycall centers

Risk Scoring & Decision Support

Build explainable risk scoring and decision automation with rules plus ML, audit trails, and governance.

risk scoringdecision supportcompliancetransparency

Cost Optimization & Profitability

Improve profitability by modeling cost drivers, forecasting expenses, and optimizing operational efficiency across logistics, energy, or infrastructure.

cost reductionmarginsefficiencyoptimization

Data Reliability & ML Governance

Ensure data and model reliability with MLOps and observability for data quality, drift detection, bias monitoring, and compliance.

data qualityreliabilitymonitoringgovernance

Ready to discuss your project?

We'll outline what's feasible and the path to production.

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