LLM Reference

Claude Opus 4.7 vs MiniMax M3

Claude Opus 4.7 (2026) and MiniMax M3 (2026) are frontier-tier reasoning models from Anthropic and MiniMax. Claude Opus 4.7 ships a 1m-token context window, while MiniMax M3 ships a 1m-token context window. On pricing, Claude Opus 4.7 costs $5/1M input tokens; MiniMax M3 ranges from $0.60 to $1.20/1M input tokens by tier. This comparison covers specs, pricing, capabilities, benchmarks, provider availability, and production fit.

MiniMax M3 is safer overall; choose Claude Opus 4.7 when coding workflow support matters.

Decision scorecard

Local evidence first
SignalClaude Opus 4.7MiniMax M3
Best forreasoning-heavy apps, multimodal apps, and tool-calling agentsreasoning-heavy apps, multimodal apps, and tool-calling agents
Decision fitCoding, RAG, and AgentsRAG, Agents, and Long context
Context window1m1m
Cheapest output$25/1M tokens$2.40/1M tokens
Provider routes7 tracked1 tracked
Shared benchmarks0 rows0 rows

Decision tradeoffs

Choose Claude Opus 4.7 when...
  • Claude Opus 4.7 has broader tracked provider coverage for fallback and procurement flexibility.
  • Claude Opus 4.7 uniquely exposes Structured outputs and Code execution in local model data.
  • Local decision data tags Claude Opus 4.7 for Coding, RAG, and Agents.
Choose MiniMax M3 when...
  • MiniMax M3 has the lower cheapest tracked output price at $2.40/1M tokens.
  • Local decision data tags MiniMax M3 for RAG, Agents, and Long context.

Monthly cost at traffic

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

Lower estimate MiniMax M3

Claude Opus 4.7

$10,250

Cheapest tracked route/tier: Anthropic

MiniMax M3

$1,080

Cheapest tracked route/tier: MiniMax <=512K input tokens (standard)

Estimated monthly gap: $9,170. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

Claude Opus 4.7 -> MiniMax M3
  • No overlapping tracked provider route is sourced for Claude Opus 4.7 and MiniMax M3; plan for SDK, billing, or endpoint changes.
  • MiniMax M3 is $22.60/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Structured outputs and Code execution before moving production traffic.
MiniMax M3 -> Claude Opus 4.7
  • No overlapping tracked provider route is sourced for MiniMax M3 and Claude Opus 4.7; plan for SDK, billing, or endpoint changes.
  • Claude Opus 4.7 is $22.60/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Claude Opus 4.7 adds Structured outputs and Code execution in local capability data.

Specs

Specification
Released2026-04-162026-05-31
Context window1m1m
Parameters
Architecturedecoder onlyMiniMax Sparse Attention (MSA)
LicenseProprietary0
Knowledge cutoff2026-01-

Pricing and availability

Pricing attributeClaude Opus 4.7MiniMax M3
Input price$5/1M tokens
<=512K input tokens (standard)
$0.60/1M tokens
Regular list price before the temporary launch discount.
>512K input tokens (limited)
$1.20/1M tokens
MiniMax marks inputs above 512K as limited quantity for a limited time.
Output price$25/1M tokens
<=512K input tokens (standard)
$2.40/1M tokens
Regular list price before the temporary launch discount.
>512K input tokens (limited)
$4.80/1M tokens
MiniMax marks inputs above 512K as limited quantity for a limited time.
Providers

Capabilities

CapabilityClaude Opus 4.7MiniMax M3
VisionYesYes
MultimodalYesYes
ReasoningYesYes
Function callingYesYes
Tool useYesYes
Structured outputsYesNo
Code executionYesNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

No shared benchmark rows are currently sourced for this pair.

Deep dive

The capability footprint differs most on structured outputs: Claude Opus 4.7 and code execution: Claude Opus 4.7. Both models share vision, multimodal input, reasoning mode, and function calling, so the practical split is not just feature count. Use those differences to decide whether the page is about raw model quality, agentic coding support, multimodal ingestion, or predictable structured API behavior.

For cost, Claude Opus 4.7 lists $5/1M input and $25/1M output tokens on the cheapest tracked provider, while MiniMax M3 lists tiered pricing: <=512K input tokens (standard) is $0.60/1M input and $2.40/1M output; >512K input tokens (limited) is $1.20/1M input and $4.80/1M output. A 70/30 input-output blend puts MiniMax M3 lower by about $9.86 per million blended tokens. For tiered rows, this cheapest-track view can understate interactive or fast-lane spend, so compare the tier you will actually use. Availability is 7 providers versus 1, so concentration risk also matters.

Choose Claude Opus 4.7 when coding workflow support and broader provider choice are central to the workload. Choose MiniMax M3 when vision-heavy evaluation and lower cheapest-tier input-token cost are more important. For production, rerun your own prompts through the exact provider, region, and tool stack you plan to ship.

FAQ

Which has a larger context window, Claude Opus 4.7 or MiniMax M3?

Claude Opus 4.7 supports 1m tokens, while MiniMax M3 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 4.7 or MiniMax M3?

Claude Opus 4.7 lists $5/1M input and $25/1M output tokens on the cheapest tracked provider. MiniMax M3 lists tiered pricing: <=512K input tokens (standard) is $0.60/1M input and $2.40/1M output; >512K input tokens (limited) is $1.20/1M input and $4.80/1M output. Compare the tier you will actually use; cheap async pricing can overstate savings for interactive workflows. Provider discounts or batch pricing can still change the final bill.

Is Claude Opus 4.7 or MiniMax M3 open source?

Claude Opus 4.7 is listed under Proprietary. MiniMax M3 is listed under 0. 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 4.7 or MiniMax M3?

Both Claude Opus 4.7 and MiniMax M3 expose vision. The better choice depends on benchmark fit, context budget, pricing, and whether your provider route exposes the same capability surface. Use this as a quick comparison signal, then confirm the provider-specific limits before committing to production.

Which is better for multimodal input, Claude Opus 4.7 or MiniMax M3?

Both Claude Opus 4.7 and MiniMax M3 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 4.7 and MiniMax M3?

Claude Opus 4.7 is available on Anthropic, AWS Bedrock, GCP Vertex AI, Microsoft Foundry, and OpenRouter. MiniMax M3 is available on MiniMax. Provider coverage can affect latency, region availability, compliance posture, and fallback options.

Continue comparing

Last reviewed: 2026-06-01. Data sourced from public model cards and provider documentation.