Brand alignment measures how well generated responses fit an organization’s voice and brand values. It helps evaluate whether model output feels appropriate for the client, not merely fluent or correct. section 5.4.2
Use brand alignment as a qualitative evaluation dimension alongside more objective measures:
- Assess tone, style, and overall fit with the client’s communication standards. section 5.4.2
- Treat the metric as subjective: individual taste and perception can influence results, so gather feedback from multiple humans and language models. section 5.4.2
- Combine automated evaluation for scale with human review to address evaluator bias and preserve quality and alignment with user expectations. section 5.4.2
Premium-client evaluation
A language-model application can add brand alignment to a premium client’s evaluation set, pairing LLM-driven scoring with human review of voice, values, tone, and style. section 5.4.2 section 5.5
