SwankyForge
SwankyForge

Our Work

Real systems in production — and the industries we serve.

Case Studies

Production systems we've delivered.

2024LATAM + CIS

Masters App

Product AnalyticsExperimentationPersonalization

Product analytics, funnel measurement, ML-based offer/price personalization, and A/B-driven uplift evaluation.

Built an end-to-end analytics and personalization system for a mobile app serving millions of users across Latin America and CIS markets. Implemented funnel tracking, cohort analysis, and ML-powered offer optimization with rigorous A/B testing to measure real uplift.

2023Netherlands

SMB Commerce Analytics

SaaSData PipelinesDashboards

Subscription analytics SaaS with integrations and dashboards, plus an enterprise customization layer.

Developed a multi-tenant analytics platform for SMB e-commerce businesses. Features include automated data ingestion from payment providers and e-commerce platforms, customizable dashboards, and an enterprise tier with white-labeling and custom metrics.

News Deduplication

NLPVector SearchProduction

Real-time duplicate detection using embeddings and vector search in a production pipeline.

Engineered a high-throughput NLP pipeline for detecting duplicate and near-duplicate news articles in real-time. Leveraged modern embedding models and vector similarity search with careful tuning for precision at scale.

JetTracker

ASRNLPPipelines

Audio streams → ASR → entity extraction pipeline with a high-confidence-only quality strategy.

Built a streaming audio processing system that transcribes live audio feeds and extracts structured entities with confidence scoring. Implemented a quality-first approach where only high-confidence extractions are surfaced to downstream systems.

PolyMarket Analytics

Data PipelinesMetricsBI

Data ingestion and normalization with metrics/scoring and reporting dashboards.

Created a comprehensive data pipeline and analytics layer for prediction market data. Includes automated data collection, normalization, custom metric computation, and interactive dashboards for decision support.

Industry Capabilities

We tailor ML solutions for your sector. Click to expand.

🛡️

Non-life Insurance

15 solutions

  • • Fraud detection on insurance claims using behavioral and historical patterns.
  • • Computer vision damage assessment for vehicles and property based on photos.
  • • NLP-based document extraction from claims, invoices, and police reports.
  • • Smart claim triage and routing by complexity and fraud risk.
  • • Risk-based pricing optimization using customer and asset features.
  • • Underwriting decision support with explainable ML models.
  • +9 more
❤️

Life Insurance

15 solutions

  • • Medical underwriting risk scoring based on applications and health data.
  • • NLP extraction from medical records and doctors' notes.
  • • Misrepresentation and fraud detection in applications.
  • • Policy lapse and churn prediction models.
  • • Claims automation for death and disability benefits.
  • • Call center copilot for policy servicing and sales.
  • +9 more
💳

Credit & Lending

15 solutions

  • • Credit scoring and probability-of-default prediction.
  • • Income and affordability estimation from bank statements.
  • • Collections strategy optimization and contact timing models.
  • • Application and transaction fraud detection.
  • • KYC and identity verification using CV and OCR.
  • • AML transaction monitoring with reduced false positives.
  • +9 more
🏠

Mortgage Finance

15 solutions

  • • Automated mortgage document processing using OCR and NLP.
  • • ML-based property valuation and price estimation.
  • • Fraud detection in appraisal and transaction networks.
  • • Debt-to-income and affordability risk prediction.
  • • Default and early repayment forecasting.
  • • Underwriting decision support with explainability.
  • +9 more
🏦

Financial Services

15 solutions

  • • Transaction anomaly detection in payment flows.
  • • Merchant and partner risk scoring models.
  • • Chargeback prediction and prevention analytics.
  • • Graph-based fraud and network analysis.
  • • Automated KYC/KYB document processing.
  • • AML monitoring with ML-enhanced rules.
  • +9 more
📈

Fund Management

15 solutions

  • • NLP-based news and sentiment signal extraction.
  • • Portfolio risk and factor exposure analytics.
  • • Automated client reporting with GenAI summaries.
  • • Compliance monitoring and restriction checks.
  • • Trade surveillance and market abuse detection.
  • • Alternative data ingestion and feature pipelines.
  • +9 more
💻

IT Consulting

15 solutions

  • • GenAI and RAG assistants for internal knowledge bases.
  • • Presales automation for RFP analysis and proposal drafting.
  • • B2B lead scoring and prioritization models.
  • • Project delivery risk and timeline forecasting.
  • • Ticket triage and routing automation.
  • • AI-assisted code review and security hints.
  • +9 more
☁️

Data Processing & Hosting

15 solutions

  • • AIOps anomaly detection for metrics and logs.
  • • Root-cause analysis through event correlation.
  • • Infrastructure capacity forecasting.
  • • Cloud cost optimization using ML (FinOps).
  • • Support ticket copilot and summarization.
  • • Log clustering and new error pattern detection.
  • +9 more
📡

Telecommunications

15 solutions

  • • Subscriber churn prediction models.
  • • Personalized tariff and offer recommendations.
  • • Network anomaly and degradation detection.
  • • Self-healing network optimization.
  • • Cell and network capacity planning.
  • • Call center copilot and call summarization.
  • +9 more
🛒

E-commerce & Retail

15 solutions

  • • Personalized product recommendation engines.
  • • Search relevance and ranking optimization.
  • • Demand forecasting at SKU level.
  • • Inventory and replenishment optimization.
  • • Dynamic pricing and margin optimization.
  • • Promotion effectiveness and uplift modeling.
  • +9 more
📞

Call Centers

15 solutions

  • • Speech-to-text transcription for calls.
  • • Automatic call summarization using GenAI.
  • • Real-time agent copilot with suggestions.
  • • Intent classification and smart routing.
  • • Sentiment and emotion detection in calls.
  • • Automated quality scoring and compliance checks.
  • +9 more
🚚

Logistics & Freight

15 solutions

  • • Route optimization with traffic and constraints.
  • • ETA prediction for shipments.
  • • Load planning and consolidation optimization.
  • • Fuel theft and route anomaly detection.
  • • Driver safety and behavior scoring.
  • • Predictive maintenance for vehicle fleets.
  • +9 more
📦 Warehousing & Storage⚡ Energy & Utilities🛢️ Oil & Gas🌿 Environmental Consulting💊 Pharmaceuticals🧬 Biotechnology Research🏥 Medical Devices

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