Sovereign inference — Inkling

Your sovereign, private Inkling

A reasoning model in the extra-large tier, served on ToothFairyAI's AU, EU and US endpoints — private by default, billed in Units of Intelligence at the published rates below. No training on your data, no vendor lock-in.

AU · EU · US resident1.56 UoI/1M input4.68 UoI/1M output0.27 UoI/1M cached input800K context

How Inkling compares

Independent intelligence index for Inkling against every peer in the Extra-large tier (and the tier above where needed) — same source, same tests.

Inkling (this model)25.0GLM 5.344.8GLM 5.233.7GLM 527.9Kimi K2.627.0GLM 5.126.1Kimi K2.7 Code25.8

Latency — end-to-end seconds for a 500-token answer

Inkling22.5sGLM 5.347.3sGLM 5.240.1sGLM 554.6sKimi K2.6125.7sGLM 5.1117.2sKimi K2.7 Code44.5s

Capability indexes

Domain-weighted agentic performance for Inkling.

Finance & AccountingStrategy & OpsLegalHealthcare & MedicalEngineeringEconomics

Capability index vs extra-large peers

12.825.638.451.229.523.231.425.427.738.5Inkling44.747.642.046.747.151.2GLM 5.333.330.634.332.437.245.6GLM 5.228.322.029.430.540.5Kimi K2.626.323.328.830.237.6GLM 5.128.928.027.726.529.136.5Kimi K2.7 Code
Finance & AccountingStrategy & OpsLegalHealthcare & MedicalEngineeringEconomics

The evaluations behind the index

Independent benchmark results for Inkling — Elo scores as published; pass rates shown as percentages.

AutomationBench-AA5.0% %Terminal-Bench 4.01.0% %SciCode47.0% %Humanity's Last Exam31.9% %GDP.pdf12.8% %CritPt5.4% %AA-LCR (long context)77.3% %

Per-evaluation economics

EvaluationScoreTime / taskOutput tokens / task
AA-Briefcase829.366.1 min52231
GDPval-AA1063.673.4 min28604
AutomationBench-AA5.0%1.0 min8401
Terminal-Bench 4.01.0%10.3 min87669
SciCode47.0%1.6 min13944
Humanity's Last Exam31.9%3.9 min33469
GDP.pdf12.8%1.4 min12046
CritPt5.4%9.3 min79324
AA-Omniscience2.000.6 min5177
AA-LCR (long context)77.3%0.3 min2383

Run Inkling privately

One key, one endpoint, three jurisdictions.

  • Size tierExtra-large
  • Input rate1.56 UoI/1M
  • Output rate4.68 UoI/1M
  • Cached input rate0.27 UoI/1M
  • Context window800K tokens
  • Max output64K tokens
  • ReasoningYes — emits thinking traces
  • Vision & video inputSupports image input
  • Tool callingSupported
  • Data residencyAU, EU and US endpoints — processing stays inside the region you call