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Head-to-head comparison

Inkling vs GLM 5V Turbo

Inkling (Thinking Machines) and GLM 5V Turbo (Z.ai) compared on the ModelCap Index, API price, context window, provider availability, weight access and every public benchmark board they share. Figures are the same ones shown on the live rankings; nothing here is a hidden score.

Snapshot as of 22 September 2026

As of 22 September 2026, GLM 5V Turbo holds the stronger ModelCap Index position (#45 vs #46); GLM 5V Turbo is cheaper per output token ($4.00/1M vs $4.05/1M); Inkling offers the longer context window (1M vs 203K tokens); and Inkling ships open weights.

Which should you choose?

Choose Inkling if…

  • your workload is prompt-heavy — input tokens cost $1.00/1M against $1.20/1M.
  • you need the longer context window — 1M tokens against 203K.
  • you want to self-host: Inkling ships open weights while GLM 5V Turbo is api only.
  • you want provider choice — 3 listed API providers against 1.
  • Arena coding is your yardstick — 1492 against 1489.
  • AA Humanity's Last Exam is your yardstick — 31.9% against 17.1%.
  • you want the more recently listed model — Inkling was listed 17 July 2026, GLM 5V Turbo 1 April 2026.

Choose GLM 5V Turbo if…

  • you want the stronger overall ModelCap Index position — #45 against #46 (68.8 vs 68.6 points).
  • API cost matters — $4.00/1M output tokens against $4.05/1M.

Inkling vs GLM 5V Turbo: specs, pricing and context

Specification comparison of Inkling and GLM 5V Turbo
FieldInklingThinking MachinesGLM 5V TurboZ.ai
ModelCap Index position#46#45
Index score68.668.8
EvidenceMeasuredMeasured
Input price / 1M tokens$1.00$1.20
Output price / 1M tokens$4.05$4.00
Context window1M tokens203K tokens
Max output tokens472K131K
API providers listed31
Weight accessOpen weightsAPI only
Input modalitiesText, Image, AudioImage, Text, Video
First listed17 July 20261 April 2026
PublisherThinking MachinesZ.ai

Evidence: 5 public benchmark observations across 5 boards · 2 public benchmark observations across 2 boards. Prices are the lowest listed API offer per million tokens observed on the OpenRouter catalogue.

Benchmark scores: Inkling vs GLM 5V Turbo

Public benchmark boards where Inkling or GLM 5V Turbo has a published result
BoardInklingGLM 5V TurboLeads
Arena codingArena (LMArena)14921484–150014891477–1501Inkling
LMArena AgentLMArena-10.0%-10.9%–-9.1%Only one result
ARC-AGI-2ARC Prize Foundation36.5%Only one result
AA Intelligence IndexArtificial Analysis25.0intelligence-index:v4.3:xhighOnly one result
AA τ²-Bench TelecomArtificial Analysis98.5%tau2:telecom:dual-control:pass-at-1:3-repeats:source-model="GLM 5V Turbo (Reasoning)":reasoning=trueOnly one result
AA Humanity's Last ExamArtificial Analysis31.9%hle:may-2025:text-only-2158:no-tools:pass-at-1:source-model="Inkling (xhigh)":reasoning=true17.1%hle:may-2025:text-only-2158:no-tools:pass-at-1:source-model="GLM 5V Turbo (Reasoning)":reasoning=trueInkling

Scores are the sources' own published figures for each model's best evaluated configuration; ModelCap never re-runs a benchmark.

Want a different pairing? Open the interactive comparison tool to swap either model for any current ranked language model.

Inkling vs GLM 5V Turbo: common questions

Is Inkling better than GLM 5V Turbo?

GLM 5V Turbo ranks higher on the ModelCap Index as of 22 September 2026: #45 against #46. That is a capability ranking built from public benchmark evidence with published uncertainty; whether it is "better" for you also depends on price, context and where you can run it. Their published uncertainty intervals overlap, so the rank difference alone does not establish a reliable capability advantage for your workload.

Is Inkling cheaper than GLM 5V Turbo?

GLM 5V Turbo is cheaper on output tokens: $4.00/1M against $4.05/1M. Input tokens are $1.00/1M for Inkling and $1.20/1M for GLM 5V Turbo. Prices are the lowest listed API offer ModelCap observed, in USD per million tokens. For 1,000 requests with 2,000 input and 500 output tokens each (2M input + 0.5M output), the listed-rate estimate is $4.03 for Inkling versus $4.40 for GLM 5V Turbo. Inkling costs 8.5% less in this scenario. This excludes caching, batch discounts, prompt-length tiers, tool charges and retries; verify the selected endpoint before budgeting.

Which has the bigger context window, Inkling or GLM 5V Turbo?

Inkling has the larger context window: 1M tokens against 203K.

Which is better for coding, Inkling or GLM 5V Turbo?

Arena coding: Inkling 1492, GLM 5V Turbo 1489 — Inkling leads.

Are Inkling and GLM 5V Turbo open-weight models?

Inkling: Open weights. GLM 5V Turbo: API only. Open weights mean the checkpoint can be downloaded and self-hosted under its licence; API-only models are available solely through hosted endpoints.

Where can I run Inkling and GLM 5V Turbo?

ModelCap currently lists 3 API providers for Inkling and 1 for GLM 5V Turbo, from the OpenRouter catalogue snapshot the site serves; each model page lists the providers and their prices.

How current is this Inkling vs GLM 5V Turbo comparison?

Every figure comes from the sealed ModelCap dataset published 22 September 2026; the page re-renders within a minute of each data refresh, and the ModelCap Index positions are the same ones shown on the live rankings.

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