7 posts tagged with this topic

Use a fixed LLM workflow when the path is known. Build an AI agent when judgment, brittle rules, or unstructured inputs make a hardcoded path fail.

Score your first AI agent pilot on outcomes, tool paths, cost, safety, and business impact—then decide whether to scale, fix the path, or pause.

Use the Action Control Ladder and Approval Gate Scorecard to decide which agent tools can run automatically and which need a human before side effects.

Score uniqueness, integrations, data risk, capacity, and urgency to choose whether to buy a platform agent, partner on a custom build, or own it in-house.

See how multi-agent systems automate lead-gen briefs, opportunity pipelines, and agency ad optimization—with tools, handoffs, and guardrails.

A scorecard for deciding when a chatbot is enough—or when your workflow needs a production AI agent with tools, memory, and multi-step execution.

Learn how Cursor Cloud Agents and Automations run publishing, SEO digests, PR routing, and incident workflows that can replace many single-purpose ops apps.