Choose a task for a shortlist of models with reasons, reviews and caveats.
Editorial choices informed by tests and reviewed user reports · 2026-09-08. Candidates for your trial task, not a universal ranking.
Start with low reasoning for short tasks; increase it when verification matters.
ConsiderQuota experiences conflict. Output speed is not time to a finished answer.
Praise for design and complex edits, alongside complaints about latency and quota use. Commenters report different experiences.
For requests with several constraints and follow-up verification.
ConsiderMaximum effort and the listed API tier are excessive for a short translation.
Astra is stronger in terminal use and automation; Fable 5.1 in AA-Briefcase and SciCode. Both round to 53 on v4.3.
Give two candidates identical inputs. Check facts and voice for writing, tests and change size for coding. Measure time to an accepted result and total task cost. Prices are AA API snapshots; cache, long context, taxes and subscriptions differ.
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