Head to head

Fable 5 vs Opus 4.8

Twice the price, same API shape, one extra rule. The real question is which work deserves which model.

The numbers

Fable 5Opus 4.8
Model IDclaude-fable-5claude-opus-4-8
Price (in/out, per MTok)$10 / $50$5 / $25
Context window1M tokens1M tokens
Max output128K128K
ThinkingAdaptive only; disabled 400s — omit insteadAdaptive only; explicit disabled accepted
Min cacheable prefix2,048 tokens4,096 tokens

Where Fable earns the 2×

  • Long-horizon autonomy. The headline gap. Stripe's 50M-line one-day migration and the FrontierCode top score are Fable results; with file memory, Fable improved 3× more than Opus 4.8 did on the same setup. Receipts on the evidence wall.
  • Token efficiency. Fable is more token-efficient than past Claude models — Notation Capital measured a third of the reasoning tokens on physics research — so effective cost per completed task is closer than the sticker suggests.
  • Vision. State-of-the-art; the Pokémon-FireRed-on-vision-alone result has no Opus equivalent.

Where Opus 4.8 stays the right call

  • Daily-driver work. Opus 4.8 remains excellent for ordinary coding, writing, and analysis — at half the price. If a task wasn't straining Opus, Fable mostly buys you margin you don't need.
  • High-volume production routes where cost dominates and tasks are well-specified.
  • It's also Fable's own fallback — when Fable's safeguard classifiers trip (<5% of sessions), Opus 4.8 handles the response. Anthropic itself routes to Opus when Fable steps aside.

Migration cost: one line

Same API surface. Swap the model string; the only new 400 is explicit thinking: {"type": "disabled"} — omit the field instead. Full checklist in Recipe 01.

The routing rule

WorkSend to
Overnight agentic runs, large migrations, hardest debuggingFable 5
Tasks where one wrong answer costs more than the tokensFable 5
Daily coding, writing, review, analysisOpus 4.8
High-volume pipelines with tight budgetsOpus 4.8 (or Sonnet)

Moral: don't ask which model is better — ask which tasks were failing. Those are Fable's.