Model decision surface
Compare AI models
Start with Gemini 4 Argon and Ling 3.1 Flash, or choose any two current ranked language models. Compare capability evidence, price, context, provider availability, and weight access without pretending one field decides every use case.
Current public data
Gemini 4 Argon vs Ling 3.1 Flash
Live dataset updated 10/18/2026, 3:24:24 AM UTC
Open 1200×630 evidence receipt| Field | Gemini 4 Argon | Ling 3.1 Flash InclusionAI |
|---|---|---|
| ModelCap position | #1 | #35 |
| Index score | 88.0 | 71.6 |
| Evidence | Measured5 public benchmark observations across 5 boards | Estimated6 reported rows against measured corpus ladders (82%); global-corpus-prior over 213 held-out anchors (19%); shrunk 4.4 toward the measured corpus |
| Input / 1M | $2.00 | $0.075 |
| Output / 1M | $10.00 | $0.225 |
| Pricing status | fresh | fresh |
| Context | 1M | 262K |
| Providers | 2 | 2 |
| Weight access | No linked weights | Open weights |
Decision facts
- Gemini 4 Argon is #1; Ling 3.1 Flash is #35 on the same current language board.
- Index scores are 88.0 for Gemini 4 Argon and 71.6 for Ling 3.1 Flash. Their published uncertainty intervals overlap, so the rank difference alone does not establish a reliable capability advantage for your workload.
- Evidence differs: Gemini 4 Argon is Measured; Ling 3.1 Flash is Estimated.
- Listed output price per 1M tokens is $10.00 for Gemini 4 Argon and $0.22 for Ling 3.1 Flash. For 1,000 requests with 2,000 input and 500 output tokens each (2M input + 0.5M output), the listed-rate estimate is $9.00 for Gemini 4 Argon versus $0.26 for Ling 3.1 Flash. Ling 3.1 Flash costs 97.1% less in this scenario. This excludes caching, batch discounts, prompt-length tiers, tool charges and retries; verify the selected endpoint before budgeting.
- Published context is 1,048,576 tokens for Gemini 4 Argon and 262,144 for Ling 3.1 Flash.
- Weight access differs: Gemini 4 Argon is none; Ling 3.1 Flash is open.
These are separate published fields, not a synthetic winner. ModelCap does not collapse price, access, context, and capability evidence into a hidden recommendation score.
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Each comparison page is a permanent, shareable URL with the same live figures as this tool: ModelCap Index position, API pricing, context window, provider count, weight access and every shared benchmark board.