Claude Opus 5.5 vs MiniMax M3.1 Flash

$1.34 / task
Wins 0 of 5 benchmarks
$0.22 / task
Wins 0 of 5 benchmarks
Opus 5.5at high1,519
MiniMax M3.1 Flash—
Opus 5.584.6
MiniMax M3.1 Flash—
Opus 5.52,050.8
MiniMax M3.1 Flash—
Opus 5.5at high3.7
MiniMax M3.1 Flash—
Harvey LAB-AA 1.1?
Opus 5.5at max4.2
MiniMax M3.1 Flash—

Specs

SpecOpus 5.5MiniMax M3.1 Flash
Input, per 1M$4$0.15
Output, per 1M$20$0.60
Cost per task?$1.34$0.22
Speed, tok/s82121
Context1M1M
WeightsClosedClosed
ReleasedSep 2026Oct 2026
See images✓✓
Read PDFs✓—
Hear audio——
Watch video—✓
Call tools✓✓
Force a tool call—?
Return strict JSON✓—
Search the web✓?
Run code✓?
Use a computer✓?

What breaks when you switch

Opus 5.5 → MiniMax M3.1 Flash
No PDF input
No strict JSON
Complete model response must be appended›

In multi-turn tools, preserve the complete assistant response, including reasoning_content and tool_calls, to maintain reasoning continuity.

MiniMax M3.1 Flash → Opus 5.5
No forced tool use›

Forced tool_choice any or tool returns HTTP 400; remove the forced choice.

Thinking is always on›

Disabled thinking or a manual budget returns HTTP 400; omit thinking or use adaptive thinking.

Remove sampling parameters›

Non-default temperature, top_p or top_k returns HTTP 400; omit these parameters and use prompting.

No assistant prefill›

Assistant prefill returns HTTP 400; use structured outputs or system instructions, with system instructions on Bedrock.

Old computer tool rejected · Claude API / Google Cloud›

The computer_20251124 tool returns HTTP 400 on the Claude API and Google Cloud; use computer_toolset_20260801 there.

Return thinking blocks unmodified›

Edited, reordered or partially dropped thinking blocks return HTTP 400; echo assistant messages complete and unmodified with tool results.