AI model vs PCB design agent: what to benchmark

Define the system boundary

Record model route, instructions, available tools, budgets and feedback. The same model may perform differently with a netlist checker, a graphical editor or an automated repair loop. That difference belongs to the evaluated system, not necessarily the underlying model.

Compare like with like

Use a common reference harness when comparing model behavior. Use an agent track when comparing complete products. If a product receives human help or extra attempts, preserve that information instead of assigning all improvement to model capability.

Report where the work succeeds

Break down performance across reasoning, libraries, schematics, review and layout. A workflow can be useful because it validates and repairs outputs, even when the first model response is weak. Cost and time should include the entire selected boundary.

Practical checklist

1. Label model and agent tracks.
2. Record tools and instructions.
3. Equalize budgets where appropriate.
4. Log repair and human assistance.
5. Measure the whole workflow cost.

A concrete example

One model is evaluated directly and inside a PCB editor agent.

Evidence to accept

The report distinguishes reference-harness performance from agent-assisted completion.

Evidence that is insufficient

An agent's repaired result is presented as the model's unaided first response.

Common questions

Primary references and further reading

Use the matching device documentation and project configuration when applying this checklist. These references explain the underlying tools and evaluation approaches.

• PCBWorld: engine-grounded PCB design automation
• PCBSchemaGen: structured schematic verification