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Ling-1T

inclusionai·inclusionai/ling-1t·Deprecated·Open weights·ling series
Open-weight instruction model for adaptable chat and self-hosted production workloads

Ling-1T by inclusionai is offered by 2 providers on this page. Its reference price is $0.57 per 1M input tokens and $2.29 per 1M output tokens.

Artificial Analysis rates it 9.2 on the Intelligence Index. Against its lowest blended price of $0.98 per 1M, that is roughly 9 index points per dollar, which is the value ratio the leaderboards rank on.

The context window is 128,000 tokens, with an output limit of 32,000 tokens. It supports tool use. The weights are open, so it can also be self-hosted or served through a gateway of your choice. Providers report the capability flags inconsistently, so verify a specific feature against the host you plan to use. Its training knowledge cuts off at 2024-06.

Specs & pricing

Input / output per 1M tokens
Reference price·Bailing
$0.57 / $2.29
Blended $1.00 · Cache read —
Lowest paid·ZenMuxGateway
$0.56 / $2.24
Blended $0.98 · 1× spread
Context
128,000
Output limit
32,000
Knowledge cutoff
2024-06
Released / updated
2025-10 / 2025-10-09
Capabilities
Reasoning✓ Tool use? Structured output✓ TemperatureAttachments
⚠ Providers report capability flags inconsistently
Modalities
Text

Quality & performanceArtificial Analysis · Intelligence Index v4.3

Intelligence9.2
Value9
Coding—
Agentic—
Output speed—
TTFT—
Value formulaIQ 9.2 ÷ min blended $0.980 = 9

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

Available at 2 providers2 with public prices

ProviderTierInputOutputCache readCache writeContextOutput limitStatus
ZenMuxGateway$0.56$2.24$0.11—128,00064,000deprecated
Bailing
Ling-1T
Gateway$0.57$2.29——128,00032,000

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.

Your usage cost

1ZenMux$170.00
2Bailing$228.50
The cheapest paid channel is the only channel.

Price historyone sample accumulated per data sync

Input listOutput listMin blended
$2.29$02026-08-052026-08-132026-08-05 · Input list $0.572026-08-06 · Input list $0.572026-08-07 · Input list $0.572026-08-08 · Input list $0.572026-08-09 · Input list $0.572026-08-10 · Input list $0.572026-08-11 · Input list $0.572026-08-12 · Input list $0.572026-08-13 · Input list $0.572026-08-05 · Output list $2.292026-08-06 · Output list $2.292026-08-07 · Output list $2.292026-08-08 · Output list $2.292026-08-09 · Output list $2.292026-08-10 · Output list $2.292026-08-11 · Output list $2.292026-08-12 · Output list $2.292026-08-13 · Output list $2.292026-08-05 · Min blended $0.982026-08-06 · Min blended $0.982026-08-07 · Min blended $0.982026-08-08 · Min blended $0.982026-08-09 · Min blended $0.982026-08-10 · Min blended $0.982026-08-11 · Min blended $0.982026-08-12 · Min blended $0.982026-08-13 · Min blended $0.98

Artificial Analysis evaluations9 items

GPQA Diamond71.9%
Humanity's Last Exam7.3%
MMLU-Pro82.2%
LiveCodeBench67.7%
Terminal-Bench Hard10.6%
AIME 202571.3%
τ²-Bench Telecom32.8%
AA-LCR36.7%
IFBench34.8%

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.

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Data partly from models.dev (MIT) · Bailing official docs ↗