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Head-to-head comparison

Sonar Reasoning Pro vs GLM 4.6V Flash

Sonar Reasoning Pro (Perplexity) and GLM 4.6V Flash (Zai Org) 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 17 August 2026

As of 17 August 2026, GLM 4.6V Flash holds the stronger ModelCap Index position (#167 vs #169); GLM 4.6V Flash offers the longer context window (131K vs 128K tokens); and GLM 4.6V Flash ships open weights.

Which should you choose?

Choose Sonar Reasoning Pro if…

  • you want provider choice — 1 listed API providers against 0.

Choose GLM 4.6V Flash if…

  • you want the stronger overall ModelCap Index position — #167 against #169 (22.5 vs 22.3 points).
  • you need the longer context window — 131K tokens against 128K.
  • you want to self-host: GLM 4.6V Flash ships open weights while Sonar Reasoning Pro is api only.
  • you want the more recently listed model — GLM 4.6V Flash was listed 7 December 2025, Sonar Reasoning Pro 7 March 2025.

Sonar Reasoning Pro vs GLM 4.6V Flash: specs, pricing and context

Specification comparison of Sonar Reasoning Pro and GLM 4.6V Flash
FieldSonar Reasoning ProPerplexityGLM 4.6V FlashZai Org
ModelCap Index position#169#167
Index score22.322.5
EvidenceMeasuredEstimated
Input price / 1M tokens$2.00Unlisted
Output price / 1M tokens$8.00Unlisted
Context window128K tokens131K tokens
Max output tokens
API providers listed10
Weight accessAPI onlyOpen weights
Input modalitiesText, ImageText, Image
First listed7 March 20257 December 2025
PublisherPerplexityZai Org

Evidence: 1 public benchmark observation across 1 board · global corpus prior · leave-one-anchor-out calibrated. Prices are the lowest listed API offer per million tokens observed on the OpenRouter catalogue.

Benchmark scores: Sonar Reasoning Pro vs GLM 4.6V Flash

Public benchmark boards where Sonar Reasoning Pro or GLM 4.6V Flash has a published result
BoardSonar Reasoning ProGLM 4.6V FlashLeads
Artificial Analysis Intelligence IndexArtificial Analysis18.0intelligence-indexOnly one result

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.

Sonar Reasoning Pro vs GLM 4.6V Flash: common questions

Is Sonar Reasoning Pro better than GLM 4.6V Flash?

GLM 4.6V Flash ranks higher on the ModelCap Index as of 17 August 2026: #167 against #169. 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.

Is Sonar Reasoning Pro cheaper than GLM 4.6V Flash?

At least one of the two has no listed API price on ModelCap right now, so no price comparison is made.

Which has the bigger context window, Sonar Reasoning Pro or GLM 4.6V Flash?

GLM 4.6V Flash has the larger context window: 131K tokens against 128K.

Which is better for coding, Sonar Reasoning Pro or GLM 4.6V Flash?

The two models do not share a coding benchmark board on ModelCap yet, so no head-to-head coding score is published; the ModelCap Index position is the closest overall signal.

Are Sonar Reasoning Pro and GLM 4.6V Flash open-weight models?

Sonar Reasoning Pro: API only. GLM 4.6V Flash: Open weights. 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 Sonar Reasoning Pro and GLM 4.6V Flash?

ModelCap currently lists 1 API provider for Sonar Reasoning Pro and 0 for GLM 4.6V Flash, from the OpenRouter catalogue snapshot the site serves; each model page lists the providers and their prices.

How current is this Sonar Reasoning Pro vs GLM 4.6V Flash comparison?

Every figure comes from the sealed ModelCap dataset published 17 August 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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