Claude Sonnet 5.5 vs Gemini 4 Argon

$0.88 / task
Wins 2 of 8 benchmarks
$1.99 / task
Wins 5 of 8 benchmarks
Terminal-Bench 4.0 Terminal-Bench 4.0 · source setting 2: Agents use a terminal to complete executable coding, system administration and research tasks in the 4.0 suite
Sonnet 5.543.9
Gemini 4 Argon57.1
FrontierCode 1.1 FrontierCode 1.1: Agents implement changes in real repositories, graded against maintainer-defined requirements
Sonnet 5.544.3
Gemini 4 Argon43.5
WebDev Arena WebDev Arena: Human pairwise preferences in the stated webdev vote pool
Sonnet 5.51,710
Gemini 4 Argon1,678
SWE-bench Pro (v2 full) SWE-bench Pro (v2 full): Agents resolve repository issues under the network-locked v2 protocol; full and 51-task Hard results are separate
Sonnet 5.5 · xhigh95.8
Gemini 4 Argon99.2
SWE-bench Pro (v2 hard) SWE-bench Pro (v2 hard): Agents resolve repository issues under the network-locked v2 protocol; full and 51-task Hard results are separate
Sonnet 5.5 · xhigh70.6
Gemini 4 Argon92.2
SciCode SciCode: Writing code for real scientific computing problems (physics, biology, math)
Sonnet 5.553.7
Gemini 4 Argon61.8
Terminal-Bench Science 0.1 Terminal-Bench Science 0.1: Agents complete expert-authored research workflows across five scientific domains in a terminal
Sonnet 5.534.3
Gemini 4 Argon52.9
DeepSWE 1.1 DeepSWE 1.1: Agents change repository code to resolve software engineering tasks under the stated DeepSWE edition
Sonnet 5.5 · max70.5
Gemini 4 Argon—

Specs

SpecSonnet 5.5Gemini 4 Argon
Input, per 1M$2!$2
Output, per 1M$10!$10
Cost per task?$0.88$1.99
Speed, tok/s10684
Context1M1M
WeightsClosedClosed
ReleasedSep 2026Oct 2026
See images✓✓
Read PDFs✓✓
Hear audio—✓
Watch video—✓
Call tools✓✓
Force a tool call—Partial
Return strict JSON✓✓
Search the web✓✓
Run code✓✓
Use a computer✓?

What breaks when you switch

Sonnet 5.5 → Gemini 4 Argon
Synchronous output stops at 65,536›

With background false, output limits above 65,536 tokens return HTTP 400; stay at or below that limit.

Sampling parameters are ignored›

temperature, top_p and top_k are ignored; remove them from requests.

No explicit caching›

Explicit caching is unavailable; omit explicit cache requests.

Gemini 4 Argon → Sonnet 5.5
No forced tool use›

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

Replace disabled thinking›

Disabled thinking returns HTTP 400; use between_tools for the lowest thinking setting.

No manual thinking budgets›

Manual thinking budgets and extra between_tools fields return HTTP 400; remove manual budgets and send between_tools without display, budget_tokens or block_binding.

Remove sampling parameters›

Non-default temperature, top_p or top_k returns HTTP 400; remove these parameters.

No assistant prefill›

A prefilled final assistant turn returns HTTP 400; remove that prefill.

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.