failure-mode-tool-router

To choose the right AI tool category, classify your task as immediate automation, research-driven, or tool-building. This routing approach outputs a structured decision with the best-fit category, recommended approach, and warnings against common wrong-tool misallocations.

You should use a long-horizon agent instead of a chat-based solution when your task description indicates complex, repeatable automation or tool-building needs rather than simple queries. Intelligent routing classifies these workloads to prevent misallocated effort on the wrong automation approach.

The best way to decide whether to automate, research, or build a custom AI tool is to route the task description through an intelligent classifier. It evaluates the workload and returns a structured decision explaining why alternative tool categories are inappropriate.

AI automation projects fail before development starts due to misallocation of effort on the wrong automation approach. Using intelligent routing to classify your task description first prevents building a chat-based solution when a simple script or long-horizon agent is required.

Yes, you can get an explanation of why a specific AI tool category is wrong. Task routing provides explainability by outputting two common wrong-tool warnings alongside its structured decision, detailing why alternative categories are inappropriate for your workload.