SwankyForge
SwankyForge

Case Studies

ML and AI integrations, automation, and optimization built for production.

Case Studies

A curated set of what we build and deliver.

Analytics dashboard with charts
6 months

Masters

Unified analytics and personalization so teams run trusted experiments and move faster.

Product AnalyticsExperimentationPersonalization
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E-commerce store interface
4 months

Plug-and-Play Commerce Analytics

Multi-tenant ingestion and revenue analytics that speed SMB onboarding with stable KPI definitions.

SaaSData PipelinesDashboards
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News articles and media
3 months

Semantic Deduplication at Ingestion

Hybrid retrieval and semantic scoring to remove duplicates before downstream pipelines.

NLPVector SearchProduction
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Airplane cockpit instruments
3 months

Jet Tracker

Public ATC audio to tail numbers, ownership inference, and destination likelihood for market signals.

ASRNLPPipelines
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Trading charts and graphs
3 months

USDDub

Canonical market data and signals that stay consistent across sources and time.

Data PipelinesMetricsBI
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Documents and paperwork on desk
4 months

Document Intelligence (OCR, Extraction, RAG)

Turn PDFs into structured data and searchable knowledge with citations.

LLMRAGDocument AI
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Customer support team workspace
2 months

Support Ticket Triage + Auto-Routing

Classification, tagging, and routing that keeps queues clean and responses consistent.

NLPAutomationOps
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Security and monitoring screens
5 months

Fraud Detection Pipeline + Monitoring

Real-time scoring with feature pipelines, monitoring, and controlled rollouts.

ML SystemsMLOpsMonitoring
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Warehouse inventory shelves
4 months

Demand Forecasting + Inventory Optimization

Forecasting that plugs into planning workflows and supports what-if scenarios.

ForecastingOptimizationAnalytics
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AI and circuit board concept
4 months

Internal LLM Copilot (Policies + Tools)

A secure assistant that answers questions and triggers internal tools with guardrails.

LLMRAGInternal Tools
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Industry Capabilities

We tailor ML solutions for your sector. Expand to view examples.

🛡️

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

Industry not listed?

Our core capabilities apply across sectors. Let's discuss your workflow.

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