Building an Enterprise-Grade, Context-Aware AI Assistant for Deluxe Corporation

Executive Snapshot

Impetus Technologies partnered with Deluxe to deliver DAX, an enterprise-grade, self-service GenAI assistant, powered by Anthropic’s Claude. DAX enables secure contextual knowledge retrieval, guided assistance, lead capturing, and responsible AI governance for customers, partners, developers, and internal stakeholders. A reusable GenAI SDK accelerated delivery, ensuring consistent, governed chatbot experiences across Deluxe’s lines of business (LOBs).

Challenges & Business Needs

• High dependency on manual support and intervention. 
• Delayed access to products, portfolio, and operational information. 
• Fragmented chatbot implementations made self-service experiences inconsistent. 
• Need for secure authentication, authorization, audit logging, monitoring, and AI guardrail implementation.

Anthropic-Powered Solution

• DAX uses Claude as the core intelligence layer to understand queries and generate & summarize responses. 
• A RAG pattern grounds answers in approved enterprise content rather than unmanaged responses. 
• The GenAI SDK improves component reuse, accelerates chatbot delivery, and helps standardize experiences. 
• Amazon Titan Embeddings power semantic retrieval across policies, FAQs, knowledge articles, and support content. 

Where Claude Adds Value

• Precise query reformulation: Converts ambiguous user requests into precise retrieval queries using conversation context. 
• Trusted responses: Synthesizes retrieved knowledge into natural, business-friendly answers aligned with organizational guidelines. 
• Intelligent summarization: Condenses long conversations, documents, and retrieved content into concise executive summaries. 

Responsible AI & Enterprise Controls

• Grounding in approved content for trusted responses. 
• Robust authentication and authorization controls to protect access to enterprise knowledge. 
• Centralized logging enables auditability, compliance reviews, operational monitoring, and performance analysis. 
• Governed deployment model supports customer, partner, developer, and employee use cases. 

The Deluxe context-aware AI assistant: End-to-end workflow

Business Outcomes

• 24×7 self-service support for merchant partners
• ~50% reduction in manual support effort
• 15% reduction in Average Handle Time (AHT)
• 2X faster issue resolution
• 2.5X increase in human agent productivity

Powering Enterprise AI with Claude

• Claude acts as an enterprise intelligence layer in a regulated financial services environment. 
• Claude goes beyond chat by understanding intent, generating grounded answers, and delivering intelligent summaries. 
• Claude-enabled AI assistants used diverse enterprise workflows: Deluxe.com, Merchant Services, Service Partner Portal, Client Services, FirstView, and MyCorp.