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CompareAI models

  1. Ling 3.0 Flash FinInclusionaiHollow points use fallbacks · hover for details
  2. LongCat-2.5-PreviewMeituanHollow points use fallbacks · hover for details
ReasoningCodingCost efficiencyContext windowMultimodalTool use
Normalized model capability scores
ModelReasoningCodingCost efficiencyContext windowMultimodalTool use
Ling 3.0 Flash Fin50/100 — Reasoning supported; no comparable benchmark50/100 — No data; neutral placeholder100/10061/1000/10050/100 — Tool calling supported; no comparable benchmark
LongCat-2.5-Preview50/100 — Reasoning supported; no comparable benchmark50/100 — No data; neutral placeholder50/100 — No data; neutral placeholder80/10033/10050/100 — Tool calling supported; no comparable benchmark
Overview
Author
Context length
262K
1M
Reasoning
True
True
Input modalities
Text
Text, Image
Output modalities
Text
Text
Providers
Pricing
Input
$0.00/ 1M
Unknown
Output
$0.00/ 1M
Unknown
Cached input
Unknown
Unknown
MomentumLast 2 mo
Unique users
No usage
No usage
Completed sessions
No usage
No usage
Token share
No usage
No usage
Tokens
No usage
No usage
No trend data
No trend data
RetentionWeek 1
Returning users
Pending
Pending

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