Use Cases

AI for Every Enterprise Workflow

Real deployments across document processing, customer operations, compliance, and predictive systems. Each one built for production from day one.

What makes a good AI use case

The workflows below share three traits. First, they're repetitive enough that a human doing them full-time eventually resents it. Second, the input is structured or semi-structured — documents, tickets, records, tables. Third, the output can be reviewed in under a minute. When all three are true, an AI agent is usually the right tool. When they're not, RPA or a person is cheaper.

Each use-case page below shows the real challenge, the agent architecture we'd build, a step-by-step walkthrough with real numbers, honest limits of where the approach doesn't work, and the specific systems (SAP, Epic, Salesforce, etc.) we integrate with. If your workflow isn't listed, the patterns often transfer. Contact us and we'll map it.

AI Compliance Monitoring and Regulatory Intelligence

Regulatory environments change constantly and compliance teams cannot manually monitor everything

Claude Sonnet 4.5LangGraphPinecone

AI Contract Review and Risk Analysis

Contract review is one of the highest-volume, most time-consuming tasks in legal

Claude Sonnet 4.5GPT-4oLangChain

AI Customer Support Automation

Customer support teams spend most of their time answering the same questions

Claude Sonnet 4.5OpenAI GPT-4oTwilio

AI Document Processing and Extraction

Most enterprises process thousands of documents weekly using manual workflows built for a pre-AI world

GPT-4o VisionClaude Sonnet 4.5AWS Textract

AI Fraud Detection for Enterprise

Stop fraud before it happens

XGBoostPyTorch Geometric (GNN)Isolation Forest

AI Invoice Processing and AP Automation

Accounts payable teams spend most of their time on data entry and exception handling that AI handles better an

Claude Sonnet 4.5AWS TextractSAP Integration Suite

Enterprise Knowledge Base Search with AI

Employees waste hours every week searching for information that exists somewhere in the organization but is im

Claude Sonnet 4.5OpenAI text-embedding-3-largeCohere Rerank v3

Employee and Customer Onboarding Automation with AI

Onboarding, whether for a new employee or a new customer, involves dozens of steps across multiple teams and s

Claude Sonnet 4.5TemporalWorkday API

AI Report Generation: Board Packs in Minutes, Not Days

Business reporting should not consume days of analyst time every month

Claude Sonnet 4.5Apache Airflowdbt

Autonomous Research and Market Intelligence Automation

Research and analysis work that previously took analysts days can be completed in hours by AI systems that nev

Claude Sonnet 4.5LangGraphTavily Search API

AI Sales Intelligence and Account Research Automation

Sales reps spend hours each week on research that AI can do in minutes

Claude Sonnet 4.5Tavily Search APISalesforce API

AI Supply Chain Monitoring and Risk Detection

From supplier financial health to shipment delays, AI monitors every signal across your supply chain and tells

Claude Sonnet 4.5Apache KafkaAirflow

Have a workflow in mind?

If it involves structured data, documents, decisions, or repetitive steps — we've probably built something like it.