GitHub[195K]Try OpenCode

CompareAI models

  1. DeepSeek V4 ProDeepSeek
  2. Ling 3.0 Flash FinInclusionai
ReasoningCodingCost efficiencyContext windowMultimodalTool use
Normalized model capability scores
ModelReasoningCodingCost efficiencyContext windowMultimodalTool use
DeepSeek V4 Pro100/10087/10051/10081/1000/10044/100
Ling 3.0 Flash Fin100/100No data89/10062/1000/100No data
Overview
Author
Context length
1M
262K
Reasoning
True
True
Input modalities
Text
Text
Output modalities
Text
Text
Providers
Pricing
Input
$0.66/ 1M
$0.06/ 1M
Output
$1.98/ 1M
$0.18/ 1M
Cached input
$0.02/ 1M
$0.01/ 1M
MomentumLast 2 mo
Unique users
1.3M
No usage
Completed sessions
2,278,311
No usage
Token share
3.98%
No usage
Tokens
24T-9%
No usage
JUL 22SEP 15
No trend data
RetentionWeek 1
Returning users
61.9%118K user-weeks
Pending

Related comparisons. Other model pairs to check.