[::] Agentic Stacks

Claude Opus 4.8 vs Grok 4.3

Pick two tools from the same category to compare side-by-side.

Claude Opus 4.8
Anthropic's Opus-tier model (May 2026) with improved coding, agentic, and honesty behavior over Opus 4.7.
Grok 4.3
xAI's flagship API model, billed as its most intelligent and fastest, with strong agentic tool calling.
Category modelmodel
Vendor type commercialcommercial
Pricing usageusage
Strengths
  • + Vendor-reported gains on coding and agentic benchmarks (Terminal-Bench 2.1, 84% on Online-Mind2Web)
  • + Improved honesty; more likely to acknowledge missing information and flag flaws in its own code
  • + Standard pricing unchanged from Opus 4.7 ($5 input / $25 output per million tokens), with a cheaper fast mode than before
  • + Aggressive pricing ($1.25 input / $2.50 output per million tokens) for a 1M-context flagship
  • + Vendor-reported leadership in agentic tool calling and instruction following
  • + Companion multi-agent variant (grok-4.20-multi-agent) targeted at agentic workloads
Tradeoffs
  • − Superseded as Anthropic's top model by Claude Fable 5 (June 2026) for the most demanding long-horizon work
  • − API-only commercial model; no open weights
  • − Stated knowledge cutoff of November 2024 is older than competing flagships
  • − Rapid model churn; xAI retired eight legacy models (including grok-3) in May 2026, so pinned integrations need active migration
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