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Trinity Large Thinking

arcee-ai·arcee-ai/trinity-large-thinking·BETA·Open weights·trinity series
Reasoning-optimized 398B MoE agent model with extended thinking for long-horizon and multi-turn tool use

Trinity Large Thinking by arcee-ai is offered by 5 providers on this page. Its official list price is $0.25 per 1M input tokens and $0.80 per 1M output tokens.

Artificial Analysis rates it 10.8 on the Intelligence Index, with 25.8 for coding and 1 for agentic tasks. Against its lowest blended price of $0.388 per 1M, that is roughly 28 index points per dollar, which is the value ratio the leaderboards rank on. Median output speed is 342 tokens per second, with 1.26s to the first token. Running one task of the Artificial Analysis suite costs about $0.1188, which reflects how many tokens its reasoning consumes rather than the unit price alone.

The context window is 262,144 tokens at the reference host, but hosts report different limits, from 262,100 to 262,144, so the usable window depends on the provider you pick. It supports reasoning and tool use. The weights are open, so it can also be self-hosted or served through a gateway of your choice.

Specs & pricing

Input / output per 1M tokens
Official price·Arcee
$0.25 / $0.80
Blended $0.39 · Cache read $0.06
Lowest paid·Kilo GatewayGateway
$0.25 / $0.80
Blended $0.39 · 1× spread
Context
262,144
Output limit
262,144
Knowledge cutoff
—
Released / updated
2026-04-01 / 2026-05-28
Capabilities
✓ Reasoning✓ Tool useStructured output✓ TemperatureAttachments
Modalities
Text
License
OpenMDW-1.1
Weights
Hugging Facesafetensors
References
Model cardAnnouncementLicense

Quality & performanceArtificial Analysis · Intelligence Index v4.3

Intelligence10.8
Value28
Coding25.8
Agentic1
Output speed342 tok/s
TTFT1.26 s
Cost per task$0.12
Value formulaIQ 10.8 ÷ min blended $0.388 = 28

Quality is independently evaluated by Artificial Analysis. Speed/latency are model-level medians.

Available at 5 providers5 with public prices

ProviderTierInputOutputCache readCache writeContextOutput limitStatus
Kilo GatewayGateway$0.25$0.80$0.06—262,14480,000
OpenRouterGateway$0.25$0.80$0.06—262,14480,000
ArceeOfficialFirst-party$0.25$0.80$0.06—262,144262,144beta
NanoGPTGateway$0.25$0.90$0.13—262,14480,000
Vercel AI GatewayCloud$0.25$0.90——262,100 ⚠80,000

Sorted by blended price (input×0.75 + output×0.25) asc. The official channel always shows regardless of rank. Whether a gateway's low price is actually usable can't be verified.

Reasoning control

effort = higheffort = noneeffort = loweffort = medium

Interleaved thinking (reasoning between tool calls) is declared by 1 of 5 providers.

3 / 5 providers expose no reasoning control (reasoning_options: []).

Your usage cost

1Kilo Gateway$67.20
2OpenRouter$67.20
3Arcee · Official$67.20
4NanoGPT$80.00
5Vercel AI Gateway$95.00
Switch to Kilo Gateway to save $0/mo (0%). The gap is small, so staying on the official channel is fine.
Note: this is a gateway; verify availability and rate limits yourself.

Price historyone sample accumulated per data sync

Input listOutput listMin blended
$0.90$02026-08-052026-09-202026-08-05 · Input list $0.252026-08-06 · Input list $0.252026-08-07 · Input list $0.252026-08-08 · Input list $0.252026-08-09 · Input list $0.252026-08-10 · Input list $0.252026-08-11 · Input list $0.252026-08-12 · Input list $0.252026-08-13 · Input list $0.252026-09-01 · Input list $0.252026-09-20 · Input list $0.252026-08-05 · Output list $0.902026-08-06 · Output list $0.902026-08-07 · Output list $0.902026-08-08 · Output list $0.902026-08-09 · Output list $0.902026-08-10 · Output list $0.902026-08-11 · Output list $0.902026-08-12 · Output list $0.902026-08-13 · Output list $0.902026-09-01 · Output list $0.902026-09-20 · Output list $0.802026-08-05 · Min blended $0.382026-08-06 · Min blended $0.382026-08-07 · Min blended $0.382026-08-08 · Min blended $0.382026-08-09 · Min blended $0.382026-08-10 · Min blended $0.382026-08-11 · Min blended $0.382026-08-12 · Min blended $0.382026-08-13 · Min blended $0.382026-09-01 · Min blended $0.392026-09-20 · Min blended $0.39

Artificial Analysis evaluations9 items

GPQA Diamond75.2%
Humanity's Last Exam15.8%
SciCode40.6%
Terminal-Bench Hard22.7%
Terminal-Bench 2.120.6%
τ²-Bench Telecom90.1%
τ³-Bench Banking5.8%
AA-LCR38.0%
IFBench56.3%

Individual evaluations run by Artificial Analysis, on the same reasoning tier as the intelligence score above. Each benchmark has its own task set and harness, so rows are not comparable with one another. The Intelligence Index above draws on a different, newer set of evaluations.

Related models

arTrinity Minisame series$0.045 / $0.15arArcee Trinity Large Thinking (Public Preview)same series$0.25 / $0.90GPT-5 Nanocheaper alternative$0.05 / $0.40Qwen3.8 Flashcheaper alternative$0.15 / $0.47GPT-6 Lunacheaper alternative$0.10 / $0.50Gemini 2.5 Flash-Litecheaper alternative$0.10 / $0.40
Data partly from models.dev (MIT) · Arcee official docs ↗