We build ML systems that actually work
Why Teams Choose SwankyForge
Systems that work in production — not just in notebooks.
Cross-Functional Delivery
ML/DS + Backend + MLOps in one team
Explainable ML
Causal inference, experimentation, interpretable models
Production Mindset
Monitoring, drift detection, governance from day one
Measurable Impact
A/B tests, uplift evaluation, clear ROI
What We Build
Ten production-ready ML solutions.
Document Processing & Data Extraction
Automate ingestion of PDFs, scans, emails and forms using OCR and NLP to extract structured data and integrate it into CRM, ERP or BI systems.
Fraud, Abuse & Anomaly Detection
Detect fraud, abuse and abnormal behavior in transactions, claims, orders or operational logs using anomaly detection and graph-based ML.
Predictive Maintenance & Asset Health
Predict equipment failures and asset degradation from sensor and telemetry data to reduce downtime and optimize maintenance schedules.
Forecasting & Capacity Planning
Forecast operational load (calls, orders, shipments, energy demand, warehouse volume) to enable accurate capacity and workforce planning.
Process Bottlenecks & Automation
Identify process bottlenecks and inefficiencies from system event logs and automate repetitive steps using process mining combined with RPA and ML.
Visual Quality Inspection
Detect defects, damage, labeling errors and safety violations from images and video using computer vision quality inspection models.
Recent Work
Real systems in production.
Masters App
Product analytics, funnel measurement, ML-based offer/price personalization, and A/B-driven uplift evaluation.
SMB Commerce Analytics
Subscription analytics SaaS with integrations and dashboards, plus an enterprise customization layer.
News Deduplication
Real-time duplicate detection using embeddings and vector search in a production pipeline.
From Idea to Production
Every project follows a structured path.
Discovery
Problem scoping, data audit
PoC
Rapid prototype, baseline metrics
Production
Scalable APIs, integration
Monitoring
Drift detection, retraining
Ready to build ML systems
that actually work?
Let's discuss your challenge. We'll tell you honestly if ML is the right solution.