Choosing Your AI Contractor: Key Questions and Red Flags

In custom development, results are deterministic: an agreed specification describes system behavior, acceptance verifies the implementation. An AI agent responds probabilistically—the same request can yield different answers. Quality is maintained by a control loop: acceptance scenarios, accuracy metrics, audit log, and confirmation routes for risky actions. You need to ask the contractor about this loop: without metrics and acceptance scenarios, the word 'works' has no definition.

The second difference is data. An agent performs as well as its context is prepared: master data, reference guides, regulations, knowledge base. A significant portion of an implementation project is cleaning up this data, and before signing, it must be clear who owns this work: duplicates, empty fields, and conflicting reference guides will be inherited by the agent if not cleaned.

The third difference is operations. After deployment, traditional systems rarely change; an agent lives with the process—regulations and reference data change, models update, rules become outdated. So a contract with an AI contractor is primarily an operations contract: who manages the rules, how quality is measured after changes, what's included in support. How these terms sum to total cost is discussed in AI agent pricing and TCO article.

This guide is structured as: three groups of contractor questions—data, security, quality—a red-flag table, contract framework, and a healthy selection process. These questions apply to contractors of any size, including us

This section is a negotiation framework; your lawyer prepares legal language. First: data—a personal data processing agreement, list of categories, data transfer circuit, and the contractor's obligation to work through an agreed-upon security architecture.

Second is intellectual property. Prompts, rules, tool configuration, and accumulated fine-tuning—these are part of your process; the contract must establish that they belong to you and are transferred in readable form. Without this clause, switching contractors means rebuilding the control loop from scratch.

Third: acceptance criteria—acceptance scenarios, target metrics and data they're measured against—are transferred to the contract from the pilot. Fourth: exit strategy—what you receive upon termination: prompts, logs, documentation, tools—in what format and timeframe, and how support is transitioned.