Gemini 4 Argon (High) vs Ling 3.1 Flash
Which is better for the money: Gemini 4 Argon (High) by Google or Ling 3.1 Flash by InclusionAI? Intelligence, total benchmark cost, and end-to-end time from Artificial Analysis & other sources, snapshot 2026-10-25.
Trade-off
Verdict
Depends on your budget
Gemini 4 Argon (High) scores 11.5 points higher (52.6 vs 41.1) but costs 2.4× as much to run the benchmark ($2407 vs $1015; flagship vs premium cost classes). Pick Gemini 4 Argon (High) when the extra intelligence is worth the premium, otherwise Ling 3.1 Flash.
| Metric | Gemini 4 Argon (High) | Ling 3.1 Flash | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 52.6 | 41.1 | −21.9% Ling 3.1 Flash is 21.9% less intelligent |
| Total AA cost (lower is better) | $2,407.24 | $1,014.56 | −57.9% Ling 3.1 Flash is 57.9% cheaper |
| End-to-end time (lower is better) | 63.20s | 13.64s | −78.4% Ling 3.1 Flash is 78.4% faster |
| Price per 1M tokens (in / out) | $2.00 / $10.0 | $0.30 / $0.90 | |
| Input modalities | Text, Image | Text |
Ling 3.1 Flash vs Gemini 4 Argon (High): 21.9% less intelligence, 57.9% less cost to run the AA benchmark, and 78.4% faster end-to-end.
Today's Pareto frontier
Against the frontier
- Gemini 4 Argon (High) is off the frontier: at the same or lower cost, Claude Opus 5.5 (High, Default Fallback) scores 53.60 for $2172.
- Ling 3.1 Flash is off the frontier: at the same or lower cost, GPT-6.1 Sol (Xhigh) scores 51.00 for $662.
Gemini 4 Argon (High)Ling 3.1 FlashToday's Pareto frontierOpen-weights frontierEvery other model
Matchup
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Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gemini-4-argon/ling-3-1-flash · Markdown: /api/v1/compare/gemini-4-argon/ling-3-1-flash?format=md · llms.txt · agent skill