Claude Opus 4.8 vs Ling 3.1 Flash

Change models
Ling 3.1 FlashInclusionAI
IndexAll categories, out of 100.
67.7 ±2.0 best
67.2 ±7.2
GapIndex points below the top.
Top
−0.5 · no clear gap
CoverageIndex weight that has results.
100% best
70%
SpeedOutput tokens per second.
69/s
81/s best
EloLMArena rating and rank.
1454
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ReleasedMonth of release.
2026-05
2026-09
Input / 1MUS dollars per 1M input tokens.
$5.00
$0.045 best
Output / 1MUS dollars per 1M output tokens.
$25.00
$0.135 best
Batch output / 1MBatch price per 1M output tokens.
$12.50
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1K chats2K tokens in, 500 out, each.
$22.50
$0.158 best
1K documents20K tokens in, 1K out, each.
$125.00
$1.04 best
1K agent tasks200K tokens in, 20K out, each.
$1,500.00
$11.70 best
ContextMaximum tokens in one request.
1M
1M
AgenticMulti-step tasks with tools.
66.5
66.6 best
CodingCode writing and repair.
68.3 best
66.9
ReasoningLogic problems and puzzles.
68.0
68.0
MultimodalTasks with images and text.
66.5
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KnowledgeFacts and expert knowledge.
66.4
70.4 best
MultilingualTasks in many languages.
60.3
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InstructionTasks with strict prompt rules.
59.7
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MathMath problems.
71.2
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Benchmarks

10 shared
Only Claude Opus 4.8: 92Only Ling 3.1 Flash: 8
Claude Opus 4.8
Ling 3.1 Flash
48.7% best15 / 222
39.4%50 / 222
77.7%74 / 217
83.0% best18 / 217
20.9% best26 / 214
18.0%35 / 214
47.7%32 / 133
55.9% best16 / 133
54.4% best33 / 114
54.1%36 / 114
74.6%45 / 86
81.2% best31 / 86
69.2% best9 / 83
68.7%10 / 83
57.9% best9 / 77
37.4%37 / 77
BrowseCompAgentic
84.3%20 / 63
91.7% best5 / 63
MCP AtlasAgentic
82.2%12 / 52
83.0% best11 / 52