Constrained Ad-Copy Variant Generation

Given a product brief, audience, channel limits, and prohibited claims, generate diverse ad variants that satisfy length and compliance rules.

Compare measured quality, workload cost, and latency across model tiers. Results are task-specific and directional—not a general model ranking.