Claude Opus 4.8 vs OpenAI text-embedding-3-large

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.	OpenAI text-embedding-3-large OpenAI's most capable embedding model for English and non-English retrieval, served via usage-priced API.
Category	model	model
Vendor type	commercial	commercial
Pricing	usage	usage
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	+ Strong general-purpose retrieval quality across English and non-English text + Ubiquitous ecosystem support in vector databases and RAG frameworks + Simple usage-based pricing with a cheaper small variant for cost-sensitive paths
Tradeoffs	− Superseded as Anthropic's top model by Claude Fable 5 (June 2026) for the most demanding long-horizon work − API-only commercial model; no open weights	− API-only (no open weights or on-prem option) − General-purpose model with no domain-specialized variants, unlike some competitors
Used in stacks	0	0