LLM Reference

Claude Opus 4.8 vs Claude Sonnet 4.6

Claude Opus 4.8 (2026) and Claude Sonnet 4.6 (2026) are frontier-tier reasoning models from Anthropic. Claude Opus 4.8 ships a 1m-token context window, while Claude Sonnet 4.6 ships a 1m-token context window. On pricing, Claude Sonnet 4.6 costs $3/1M input tokens versus $5/1M for the alternative. This comparison covers specs, pricing, capabilities, benchmarks, provider availability, and production fit. It focuses on practical selection signals rather than broad model-family marketing.

Claude Sonnet 4.6 is ~67% cheaper at $3/1M; pay for Claude Opus 4.8 only for coding workflow support.

Decision scorecard

Local evidence first
SignalClaude Opus 4.8Claude Sonnet 4.6
Best forreasoning-heavy apps, multimodal apps, and tool-calling agentsreasoning-heavy apps, multimodal apps, and tool-calling agents
Decision fitCoding, RAG, and AgentsCoding, RAG, and Agents
Context window1m1m
Cheapest output$25/1M tokens$15/1M tokens
Provider routes7 tracked6 tracked
Shared benchmarks0 rows0 rows

Decision tradeoffs

Choose Claude Opus 4.8 when...
  • Claude Opus 4.8 has broader tracked provider coverage for fallback and procurement flexibility.
  • Local decision data tags Claude Opus 4.8 for Coding, RAG, and Agents.
Choose Claude Sonnet 4.6 when...
  • Claude Sonnet 4.6 has the lower cheapest tracked output price at $15/1M tokens.
  • Local decision data tags Claude Sonnet 4.6 for Coding, RAG, and Agents.

Monthly cost at traffic

Estimate token spend from the cheapest tracked input and output route or tier on this page.

Lower estimate Claude Sonnet 4.6

Claude Opus 4.8

$10,250

Cheapest tracked route/tier: Anthropic

Claude Sonnet 4.6

$6,150

Cheapest tracked route/tier: OpenRouter

Estimated monthly gap: $4,100. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

Claude Opus 4.8 -> Claude Sonnet 4.6
  • Provider overlap exists on OpenRouter, Anthropic, and AWS Bedrock; start route-level A/B tests there.
  • Claude Sonnet 4.6 is $10/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
Claude Sonnet 4.6 -> Claude Opus 4.8
  • Provider overlap exists on Anthropic, AWS Bedrock, and GCP Vertex AI; start route-level A/B tests there.
  • Claude Opus 4.8 is $10/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.

Specs

Specification
Released2026-05-282026-02-17
Context window1m1m
Parameters
Architecturedecoder onlydecoder only
LicenseProprietaryProprietary
Knowledge cutoff2026-012025-12

Pricing and availability

Pricing attributeClaude Opus 4.8Claude Sonnet 4.6
Input price$5/1M tokens$3/1M tokens
Output price$25/1M tokens$15/1M tokens
Providers

Capabilities

CapabilityClaude Opus 4.8Claude Sonnet 4.6
VisionYesYes
MultimodalYesYes
ReasoningYesYes
Function callingYesYes
Tool useYesYes
Structured outputsYesYes
Code executionYesYes
IDE integrationNoNo
Computer useYesYes
Parallel agentsYesYes

Benchmarks

No shared benchmark rows are currently sourced for this pair.

Deep dive

The capability footprint is close: both models cover vision, multimodal input, reasoning mode, function calling, and tool use. That makes context budget, benchmark fit, and provider maturity more important than a simple checklist. If your application depends on one integration detail, verify it against the provider route you plan to use, not just the base model listing.

For cost, Claude Opus 4.8 lists $5/1M input and $25/1M output tokens on the cheapest tracked provider, while Claude Sonnet 4.6 lists $3/1M input and $15/1M output tokens on the cheapest tracked provider. A 70/30 input-output blend puts Claude Sonnet 4.6 lower by about $4.40 per million blended tokens. Availability is 7 providers versus 6, so concentration risk also matters.

Choose Claude Opus 4.8 when coding workflow support and broader provider choice are central to the workload. Choose Claude Sonnet 4.6 when coding workflow support and lower input-token cost are more important. For production, rerun your own prompts through the exact provider, region, and tool stack you plan to ship. This keeps the decision grounded in measurable tradeoffs instead of brand-level assumptions. It also helps separate model capability from provider packaging, which can change cost and latency.

FAQ

Which has a larger context window, Claude Opus 4.8 or Claude Sonnet 4.6?

Claude Opus 4.8 supports 1m tokens, while Claude Sonnet 4.6 supports 1m tokens. That gap matters most for long documents, large codebases, retrieval-heavy agents, and conversations where earlier context must remain visible.

Which is cheaper, Claude Opus 4.8 or Claude Sonnet 4.6?

Claude Sonnet 4.6 is cheaper on tracked token pricing. Claude Opus 4.8 costs $5/1M input and $25/1M output tokens. Claude Sonnet 4.6 costs $3/1M input and $15/1M output tokens. Provider discounts or batch pricing can still change the final bill.

Is Claude Opus 4.8 or Claude Sonnet 4.6 open source?

Claude Opus 4.8 is listed under Proprietary. Claude Sonnet 4.6 is listed under Proprietary. License labels affect whether you can self-host, redistribute weights, or rely only on hosted APIs, so confirm the upstream license before deployment.

Which is better for vision, Claude Opus 4.8 or Claude Sonnet 4.6?

Both Claude Opus 4.8 and Claude Sonnet 4.6 expose vision. The better choice depends on benchmark fit, context budget, pricing, and whether your provider route exposes the same capability surface.

Which is better for multimodal input, Claude Opus 4.8 or Claude Sonnet 4.6?

Both Claude Opus 4.8 and Claude Sonnet 4.6 expose multimodal input. The better choice depends on benchmark fit, context budget, pricing, and whether your provider route exposes the same capability surface.

Where can I run Claude Opus 4.8 and Claude Sonnet 4.6?

Claude Opus 4.8 is available on Anthropic, AWS Bedrock, GCP Vertex AI, Microsoft Foundry, and OpenRouter. Claude Sonnet 4.6 is available on OpenRouter, Anthropic, AWS Bedrock, GCP Vertex AI, and Microsoft Foundry. Provider coverage can affect latency, region availability, compliance posture, and fallback options.

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Last reviewed: 2026-05-28. Data sourced from public model cards and provider documentation.