Sovereign inference — GLM 5.3 Flash Priority

Your sovereign, private GLM 5.3 Flash Priority

A reasoning model in the medium 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 resident0.65 UoI/1M input2.27 UoI/1M output0.13 UoI/1M cached input1049K contextPriority serving

How GLM 5.3 Flash Priority compares

Independent intelligence index for GLM 5.3 Flash Priority against every peer in the Medium tier (and the tier above where needed) — same source, same tests.

GLM 5.3 Flash Priority (this model)41.8DeepSeek V4.1 Flash39.5DeepSeek V4 Flash Official34.3Minimax 329.2Gemma 4 31B19.0Qwen3 Coder 30B A3B9.6GPT OSS 20B9.0

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

GLM 5.3 Flash Priority58.6sDeepSeek V4.1 Flash11.7sDeepSeek V4 Flash Official12.5sMinimax 322.5sGemma 4 31B64.1sQwen3 Coder 30B A3B9.4sGPT OSS 20B14.7s

Capability indexes

Domain-weighted agentic performance for GLM 5.3 Flash Priority.

Finance & AccountingStrategy & OpsLegalHealthcare & MedicalEngineeringEconomics

Capability index vs medium peers

12.925.938.851.742.045.139.944.843.848.9GLM 5.3 Flash Priority45.051.741.340.639.344.4DeepSeek V4.1 Flash37.543.137.735.434.940.3DeepSeek V4 Flash Official30.125.031.529.731.243.7Minimax 316.720.6Gemma 4 31B7.34.87.36.611.711.3GPT OSS 20B
Finance & AccountingStrategy & OpsLegalHealthcare & MedicalEngineeringEconomics

The evaluations behind the index

Independent benchmark results for GLM 5.3 Flash Priority — Elo scores as published; pass rates shown as percentages.

AutomationBench-AA60.4 %Terminal-Bench 4.032.8 %SciCode51.6 %Humanity's Last Exam39.9 %GDP.pdf15.4 %CritPt15.4 %AA-LCR (long context)80.0 %

Per-evaluation economics

EvaluationScoreTime / taskOutput tokens / task
AA-Briefcase1459.4138.4 min131965
GDPval-AA1640.7836.7 min125884
AutomationBench-AA60.4%5.9 min20219
Terminal-Bench 4.032.8%52.7 min181054
SciCode51.6%7.9 min27041
Humanity's Last Exam39.9%12.6 min43214
GDP.pdf15.4%4.6 min15701
CritPt15.4%23.8 min81785
AA-Omniscience7.470.3 min1159
AA-LCR (long context)80.0%1.3 min4515

Run GLM 5.3 Flash Priority privately

One key, one endpoint, three jurisdictions.

  • Size tierMedium
  • Input rate0.65 UoI/1M
  • Output rate2.27 UoI/1M
  • Cached input rate0.13 UoI/1M
  • Context window1049K tokens
  • Max output16K 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