DeepSeek V3 0324 vs Ring-2.6-1T

Which is better for the money: DeepSeek V3 0324 by DeepSeek or Ring-2.6-1T by InclusionAI? Intelligence, total benchmark cost, and end-to-end time from Artificial Analysis & other sources, snapshot 2026-10-25.

Trade-off

DeepSeekDeepSeek V3 0324On the open-weights frontier

Intelligence: 9.70
Total cost: $19.9

InclusionAIRing-2.6-1TOff the frontier

Intelligence: 16.60
Total cost: $576

Verdict

Depends on your budget

Ring-2.6-1T scores 6.9 points higher (16.6 vs 9.7) but costs 29× as much to run the benchmark ($576 vs $19.9; premium vs budget cost classes). They are not alternatives at one budget: pick Ring-2.6-1T when you need intelligence above 9.7, and DeepSeek V3 0324 when 9.7 is enough.

Metric	DeepSeek V3 0324	Ring-2.6-1T	Difference
Intelligence (higher is better)	9.7	16.6	+71.1% Ring-2.6-1T is 71.1% more intelligent
Total AA cost (lower is better)	$19.87	$575.60	+2796.8% Ring-2.6-1T is 29× more expensive
End-to-end time (lower is better)	4.38s	24.04s	+448.9% Ring-2.6-1T is 448.9% slower
Price per 1M tokens (in / out)	$0.24 / $0.90	$0.30 / $2.50
Input modalities	Text	Text

Ring-2.6-1T vs DeepSeek V3 0324: 71.1% more intelligence, 2796.8% more cost to run the AA benchmark, and 448.9% slower end-to-end.

Open this matchup in the interactive picker DeepSeek V3 0324: what beats it Ring-2.6-1T: what beats it

Today's Pareto frontier

Against the frontier

DeepSeek V3 0324 is off the frontier: at the same or lower cost, GPT-6 Luna (Low) scores 21.50 for $10.6.
Ring-2.6-1T is off the frontier: at the same or lower cost, GPT-6.1 Sol (High) scores 50.20 for $521.

DeepSeek V3 0324Ring-2.6-1TToday's Pareto frontierOpen-weights frontierEvery other model

Matchup

Compare something else

Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/deepseek-v3-0324/ring-2-6-1t · Markdown: /api/v1/compare/deepseek-v3-0324/ring-2-6-1t?format=md · llms.txt · agent skill