2026-09-10MODELDeepSeek-V4.1-Flash released with extreme agent memory efficiency and evaluated across VALS2026-09-03MODELGPT-6 Astra released by OpenAI - 71.7% on EMB, 63.3% on Tax Agent Bench2026-09-02MODELGoogle Gemini 3.8 Flash takes #1 rank on Finance Agent (v2) with 61.4% and 72.2% on EMB2026-09-02MODELMeta releases Muse Spark 1.3 & 1.3 Max - 59.0%-60.0% on Finance Agent (v2)2026-09-01MODELClaude Fable 5.1 leads Tax Agent Bench (77.6%) and EMB (76.7%) with 75% cheaper cache reads2026-09-11BENCHTax Agent Bench and FAB v2 benchmarks updated with latest frontier model rankings2026-09-15UPDATEPlatform updated: 43 models tracked across 41 independent benchmarks2026-09-10MODELDeepSeek-V4.1-Flash released with extreme agent memory efficiency and evaluated across VALS2026-09-03MODELGPT-6 Astra released by OpenAI - 71.7% on EMB, 63.3% on Tax Agent Bench2026-09-02MODELGoogle Gemini 3.8 Flash takes #1 rank on Finance Agent (v2) with 61.4% and 72.2% on EMB2026-09-02MODELMeta releases Muse Spark 1.3 & 1.3 Max - 59.0%-60.0% on Finance Agent (v2)2026-09-01MODELClaude Fable 5.1 leads Tax Agent Bench (77.6%) and EMB (76.7%) with 75% cheaper cache reads2026-09-11BENCHTax Agent Bench and FAB v2 benchmarks updated with latest frontier model rankings2026-09-15UPDATEPlatform updated: 43 models tracked across 41 independent benchmarks
Tier 3agentTasks

Code Migration

Assesses code refactoring, legacy framework migration, and syntax translation accuracy.

Variable tasks
23 models evaluated
Updated 2026
57.5%
Top Score
Top model
Claude Opus 5
Model Rankings
financebenchmark.ai · Code Migration
Anthropic
Anthropic
OpenAI
DeepSeek
xAI
Moonshot AI
Anthropic
DeepSeek
Google
Google
Zhipu AI
OpenAI
OpenAI
xAI
Thinking Machines
Thinking Machines
Moonshot AI
Ant Group
Meta
Meta
NVIDIA
Alibaba
Alibaba
16.1%
🥇AnthropicAnthropicClaude Opus 557.5%
🥈AnthropicAnthropicClaude Sonnet 544.4%
🥉OpenAIOpenAIGPT-5.6 Sol52.9%
4DeepSeekDeepSeekDeepSeek V4 FlashOPEN38.6%
5xAIxAIGrok 4.644.6%
6Moonshot AIMoonshot AIKimi K3OPEN16.1%
7AnthropicAnthropicClaude Fable 555.1%
8DeepSeekDeepSeekDeepSeek V4 Pro (0813)OPEN41.5%
9GoogleGoogleGemini 3.5 Flash Lite6.2%
10GoogleGoogleGemini 3.6 Flash30.9%
11Zhipu AIZhipu AIGLM 5.2OPEN37.9%
12OpenAIOpenAIGPT-5.6 Luna44.5%
13OpenAIOpenAIGPT-5.6 Terra36.5%
14xAIxAIGrok 4.536.6%
15Thinking MachinesThinking MachinesInklingOPEN11.8%
16Thinking MachinesThinking MachinesInkling SmallOPEN13.7%
17Moonshot AIMoonshot AIKimi K2.7 CodeOPEN25.4%
18Ant GroupAnt GroupLing 3.0 FlashOPEN0.0%
19MetaMetaMuse Spark 1.131.1%
20MetaMetaMuse Spark 1.229.9%
21NVIDIANVIDIANemotron 3 UltraOPEN4.9%
22AlibabaAlibabaQwen 3.7 Plus12.9%
23AlibabaAlibabaQwen 3.8 MaxOPEN24.0%
Full Results Table
#ModelOverallSourceDate
🥇
AnthropicClaude Opus 5
Anthropic
57.5VALS (2026)2026-07
🥈
AnthropicClaude Fable 5
Anthropic
55.1VALS (2026)2026-06
🥉
OpenAIGPT-5.6 Sol
OpenAI
52.9VALS (2026)2026-07
4
xAIGrok 4.6
xAI
44.6VALS (2026)2026-08
5
OpenAIGPT-5.6 Luna
OpenAI
44.5VALS (2026)2026-07
6
AnthropicClaude Sonnet 5
Anthropic
44.4VALS (2026)2026-06
7
DeepSeekDeepSeek V4 Pro (0813)OPEN
DeepSeek
41.5VALS (2026)2026-08
8
DeepSeekDeepSeek V4 FlashOPEN
DeepSeek
38.6VALS (2026)2026-07
9
Zhipu AIGLM 5.2OPEN
Zhipu AI
37.9VALS (2026)2026-06
10
xAIGrok 4.5
xAI
36.6VALS (2026)2026-07
11
OpenAIGPT-5.6 Terra
OpenAI
36.5VALS (2026)2026-07
12
MetaMuse Spark 1.1
Meta
31.1VALS (2026)2026-07
13
GoogleGemini 3.6 Flash
Google
30.9VALS (2026)2026-07
14
MetaMuse Spark 1.2
Meta
29.9VALS (2026)2026-08
15
Moonshot AIKimi K2.7 CodeOPEN
Moonshot AI
25.4VALS (2026)2026-06
16
AlibabaQwen 3.8 MaxOPEN
Alibaba
24.0VALS (2026)2026-08
17
Moonshot AIKimi K3OPEN
Moonshot AI
16.1VALS (2026)2026-07
18
Thinking MachinesInkling SmallOPEN
Thinking Machines
13.7VALS (2026)2026-07
19
AlibabaQwen 3.7 Plus
Alibaba
12.9VALS (2026)2026-06
20
Thinking MachinesInklingOPEN
Thinking Machines
11.8VALS (2026)2026-07
21
GoogleGemini 3.5 Flash Lite
Google
6.2VALS (2026)2026-07
22
NVIDIANemotron 3 UltraOPEN
NVIDIA
4.9VALS (2026)2026-06
23
Ant GroupLing 3.0 FlashOPEN
Ant Group
0.0VALS (2026)2026-07