Making the Business Case for AI Agents
The business case for AI agents is the per-workflow analysis that decides whether an agent is worth building, measured as the manual-coordination cost a business stops paying minus the oversight.
Kurt is the CEO of Marshal, the Managed Agent Operations company.
Kurt Fischman
Founder, Marshal
Articles by Kurt Fischman
Agentic AI vs Traditional Automation Is the Wrong Question for Your Business
> Agentic AI is software that reasons over changing input and acts toward an outcome, while traditional automation runs a fixed rule and conventional software executes a fixed instruction. Agentic AI...
AI Agents for Business Are an Operating Model, Not a Tool You Shop For
> An AI agent for business is software that owns a defined workflow end to end: it reads what is happening, decides the next step, acts across the tools a company already runs, and works toward an...
An AI Agent for CRM Sync and Admin Relay Is a Source-of-Truth System, Not a Data-Entry Bot
> An AI agent for CRM sync and admin relay is an AI Agent System that keeps a company's CRM record current and routes the next action to the right person or system, without anyone driving each update...
An AI Agent for Client Onboarding Is a Retention System, Not a Welcome Email
> An AI agent for client onboarding is an AI Agent System that turns a signed client into a running engagement: collecting intake information, provisioning access, scheduling kickoff, and chasing...
An AI Agent for Lead Qualification and Routing is a Decision Machine, Not a Scoring Bot
An AI agent for lead qualification and routing is an AI Agent System that scores each inbound lead against a qualification framework and assigns the qualified ones to the right owner automatically....
Understanding Inbound Lead Response Agents
An AI agent for inbound lead response is a productized inbound workflow inside an AI Agent System for founder-led businesses where inbound volume has outgrown the team. The agent owns the path from...
AI Agent System vs Chatbot: The Structural Difference
> An AI Agent System is a productized operational layer that owns a workflow end-to-end. A chatbot is a conversational interface that handles one turn of dialogue at a time. The difference is...
AI Agent System vs Automation: Step Execution vs Outcome Ownership
An AI Agent System is the productized operational layer that wraps one or more AI agents, the automation underneath them, the governance around them, and the integrations into a company's real...
What is an AI Agent System?
An AI Agent System is the productized operational layer that wraps one or more AI agents, the governance that controls them, and the integrations that connect them to a company's real workflows....
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