Machine Canon
Music / Machine Canon · Evidence collected 9 September 2026
Where The Beatles appeared as an answer in our music tests.
2 question families · 2 exact wordings · 6 model versions
These are coverage counts, not a popularity score. Repeats do not add new questions or model versions. The evidence below includes qualified and out-of-category answers where marked.
Chosen for a situation
Full comparison: Fleetwood Mac · Jack Johnson · Khruangbin · The Beatles
5 recorded answer naming this subjects; open the prompt for all answers and failures
Named in a preference answer
Full comparison: Daft Punk · Radiohead · Talking Heads · The Beatles
4 recorded answer naming this subjects; open the prompt for all answers and failures
Claude Haiku 4.5 · Prompt and full counts
**The Beatles** They have broad appeal, a huge catalog spanning different moods (upbeat for chopping vegetables, mellow for simmering sauces), and their music is familiar enough that it won't demand too much attention while you're focused on cooking.
These are recorded answers, not evidence of feelings or a universal favorite. Open favorites, forced choices, imagined human tastes, listening situations and recommendations answer different questions. We do not pool them into a preference score.
Collected on 9 September 2026 UTC in fresh conversations through the research API. Provider-default temperature was used. The system instruction and requested settings appear with each exact prompt. Screens used one attempt per model and wording. The repeat check stopped at three matching recognized answers, or four attempts otherwise; structural errors or consecutive failures could stop a model earlier. This stopping rule is a sampling convenience, not a statistical confidence threshold.
Compare models within the same batch and wording. Repeated calls are not independent models. Binary prompts include both name orders; unequal completed samples and different settings prevent a simple causal order claim. Refusals, unresolved answers and technical failures are distinct. Skipped cells are not zero votes.
Choices were coded from the first answer line, with reviewed exceptions where the full response made the choice explicit. A qualified selection retains a caveat. Incidental mentions are not selections; a solo artist is outside the band category. Full research files remain private. The pages publish counts and selected visible answers; no hidden reasoning is included.