Antigravity CLI vs. Devin Fusion CLI

Name: Coding Agent Index
Creator: Artificial Analysis
License: https://artificialanalysis.ai/docs/legal/Terms-of-Use.pdf

Comparação entre Antigravity CLI e Devin Fusion CLI no Artificial Analysis Coding Agent Index, incluindo pontuações de benchmarks, custo, tempo de execução e uso de tokens.

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Coding Agent Index

Artificial Analysis Coding Agent Index v2.0 · Higher is better

Tempo por tarefa

Average agent wall time per task · Lower is better

Custo por tarefa

Average API cost per task (USD) · Lower is better

Comparação

Comparação lado a lado de Antigravity CLI e Devin Fusion CLI.

Métrica	Antigravity CLI Gemini 4 Carbon (High)	Devin Fusion CLI Claude Opus 5.5 Max + GPT-6 Luna High	Análise
Harness do agente	Antigravity CLI	Devin Fusion CLI
Modelo representativo	Gemini 4 Carbon (High)	Claude Opus 5.5 Max + GPT-6 Luna High
Coding Agent Index	59	62	Devin Fusion CLI tem um Coding Agent Index mais alto que Antigravity CLI
FrontierCode v1.1	51	54	Devin Fusion CLI tem uma pontuação mais alta em FrontierCode v1.1 que Antigravity CLI
Terminal-Bench 4.0	64	63	Antigravity CLI tem uma pontuação mais alta em Terminal-Bench 4.0 que Devin Fusion CLI
SWE-Atlas-QnA-AA	64	68	Devin Fusion CLI tem uma pontuação mais alta em SWE-Atlas-QnA-AA que Antigravity CLI
Custo por tarefa	$7.74	$8.00	Antigravity CLI tem um custo por tarefa mais baixo que Devin Fusion CLI
Tempo por tarefa	29.8m	51.1m	Antigravity CLI tem um tempo por tarefa mais baixo que Devin Fusion CLI
Turnos por tarefa	177.8	99.5	Devin Fusion CLI tem menos turnos por tarefa que Antigravity CLI
Uso de tokens por tarefa	12.5M	10.5M	Devin Fusion CLI tem um uso de tokens por tarefa mais baixo que Antigravity CLI
Taxa de acertos de cache	95%	87%	Antigravity CLI tem uma taxa de acertos de cache mais alta que Devin Fusion CLI

Variantes de modelo

Variantes de modelo avaliadas para Antigravity CLI e Devin Fusion CLI.


Antigravity CLI	Gemini 4 Carbon (High)	high	59	51	64	64	$7.74	29.8m	12.5M
Antigravity CLI	Gemini 4 Argon (High)	high	53	49	56	55	$11.73	34.7m	13.9M
Devin Fusion CLI	Claude Opus 5.5 Max + GPT-6 Luna High	-	62	54	63	68	$8.00	51.1m	10.5M
Devin Fusion CLI	Claude Fable 5.1 XHigh + SWE-2 Medium	-	59	52	56	68	$8.20	37.6m	9.81M
Devin Fusion CLI	GPT-6 Astra XHigh + SWE-2 Medium	-	53	49	50	60	$4.34	21.2m	3.63M

Desempenho

Desempenho no Artificial Analysis Coding Agent Index.

Artificial Analysis Coding Agent Index

Artificial Analysis Coding Agent Index v2.0 incorporates 3 benchmarks: FrontierCode v1.1, Terminal-Bench 4.0, and SWE-Atlas-QnA-AA · Higher is better

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The Artificial Analysis Coding Agent Index is a composite score built from FrontierCode v1.1, Terminal-Bench 4.0 e SWE-Atlas-QnA-AA.

It is useful for quick comparison, but it should be read alongside the per-eval breakdowns. Two agents with similar index values can still have different strengths across repository tasks, terminal workflows, and rubric-based evaluations.

Artificial Analysis Coding Agent Index vs. custo por tarefa

Artificial Analysis Coding Agent Index vs. média do custo da API de pagamento por token por tarefa (USD)

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Most attractive quadrant

Pareto line

Each point represents a coding-agent variant. Farther left means lower average cost per task, while higher on the chart means higher benchmark performance. The most efficient agents sit toward the upper-left: stronger results at lower cost.

Uso de tokens

Consumo de tokens no Artificial Analysis Coding Agent Index.

Uso de tokens por tarefa

Média de tokens de entrada, cache e saída por tarefa

As taxas de acerto do cache de prompts podem variar significativamente conforme o roteamento do provedor, alterando materialmente o custo efetivo.

Non-cached input tokens sent to the model, including prompts, instructions, tool context, and task context that were not served from prompt cache.

Artificial Analysis Coding Agent Index vs. tokens totais

Artificial Analysis Coding Agent Index vs. média de tokens totais por tarefa

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Most attractive quadrant

Each point represents a coding-agent variant. Farther left means lower average total token usage per task, while higher on the chart means higher benchmark performance. Agents toward the upper-left achieve stronger results with fewer tokens.

Custo

Custo da API de pagamento por token no Artificial Analysis Coding Agent Index, com base nos preços atuais por token.

Custo por tarefa

Average pay-per-token API cost per task (USD) · Lower is better

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This chart shows the average pay-per-token API cost per task across the Artificial Analysis Coding Agent Index, spanning FrontierCode v1.1, Terminal-Bench 4.0 e SWE-Atlas-QnA-AA.

Where applicable, that cost model includes standard input pricing, discounted cached-input pricing, separate cache-write charges, and output pricing rather than treating all prompt tokens as if they were billed at the same uncached input rate.

It is intended to show pay-per-token API cost, not consumer plan pricing or the full operational cost of deploying the system in production. Infrastructure, engineering, and supervision costs are not the focus of this metric.

Tempo de execução

Tempo de execução ativo do agente no Artificial Analysis Coding Agent Index.

Tempo por tarefa

Average agent wall time per task · Lower is better

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This chart uses agent wall time: how long the agent process was actively running on each task.

It does not include environment startup, verifier or judge time, or other harness overhead, so it is a cleaner comparison of how long the agent itself was working.

Artificial Analysis Coding Agent Index vs. tempo de execução

Artificial Analysis Coding Agent Index vs. média do tempo de execução do agente por tarefa

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Most attractive quadrant

Each point represents a coding-agent variant. Farther left means shorter average agent runtime per task, while higher on the chart means higher benchmark performance. Agents toward the upper-left deliver stronger results in less active agent time.

Antigravity CLI vs. Devin Fusion CLI

Coding Agent Index

Tempo por tarefa

Custo por tarefa

Comparação

Variantes de modelo

Desempenho

Artificial Analysis Coding Agent Index

What This Metric Means

Artificial Analysis Coding Agent Index vs. custo por tarefa

How to Read This Chart

Uso de tokens

Uso de tokens por tarefa

Input Tokens

Artificial Analysis Coding Agent Index vs. tokens totais

How to Read This Chart

Custo

Custo por tarefa

What Cost Is Measuring

Tempo de execução

Tempo por tarefa

What Execution Time Is Measuring

Artificial Analysis Coding Agent Index vs. tempo de execução

How to Read This Chart