The Honored Ask

Does how you ask change what you get?

Same question. Two ways of asking. One casual ("explain black holes"), one honored — with context, background, and a specific need stated.

The question underneath is identical. The framing is different. Watch what changes.

In our pilot study (n=44, 3 Anthropic model tiers), honored phrasing produced a 100% categorical shift from generic-correct responses to expert-engaged responses. Zero reversals in 13 blind-scored pairs (p = 0.00147).

Pick a question. Pick a model. See for yourself.

Pick a question
Pick a model

Responses

The difference isn't subtle. One response is a generic primer. The other directly engages with the specific context, knowledge level, and need the asker stated. Same model. Same question. Different ask.

Data & Methodology: GitHub | HuggingFace Dataset | The Blaine Test (tone calibration)

Honoring the question matters more than scaling the model.

Built by Wayfinder, Bones, Shuttle, and Sage. Total compute cost: $0.02.