Compare / head-to-head
GLM-4.6vsSonar Reasoning Pro
GLM-4.6 and Sonar Reasoning Pro do not yet share a public benchmark, so quality cannot be compared apples-to-apples. GLM-4.6 is 3.6x cheaper per token. GLM-4.6 has the larger context window (200K tokens).
Benchmarks from cited public sources; pricing from official pages; status from official provider feeds.
Shared benchmarks
0
no overlap yet
Cheaper per token
GLM-4.6
3.6x cheaper, input + output
Larger context
GLM-4.6
200K tokens
Provider uptime (30d)
— · 100%
Z.ai · Perplexity
Sonar Reasoning Pro
Perplexity
text
Quality
Benchmark matrix
0 shared · 2 only GLM-4.6 · 0 only Sonar Reasoning Pro| Benchmark | GLM-4.6 | Sonar Reasoning Pro | Δ | Edge |
|---|---|---|---|---|
| Reported by both · 0 | ||||
| No public benchmark is reported for both models yet. | ||||
| Only GLM-4.6 reports · 2 | ||||
| AIME 2025 | 91.7% ↗matharena ⚠ | not reported | — | — |
| LMArena Elo | 1440.5 ↗ | not reported | — | — |
| Only Sonar Reasoning Pro reports · 0 | ||||
| Sonar Reasoning Pro reports nothing GLM-4.6 does not. | ||||
Scores tagged "epoch" or "matharena" are independent runs, used only where the lab has not published its own; ⚠ marks rows MathArena flags as released after the competition. Higher is better on every row. Δ is GLM-4.6 minus Sonar Reasoning Pro in the benchmark's own unit. "Not reported" means the lab has not published that figure; it is not a zero. ↗ opens the source.
Specs & pricing
Side by side
Official pricing pages and model cards| Spec | GLM-4.6 | Sonar Reasoning Pro | Edge |
|---|---|---|---|
| Context window | 200K tokens | 128K tokens | GLM-4.6 |
| Max output | 131K tokens | — | — |
| Input price / 1M | $0.6 ↗ | $2 ↗ | GLM-4.6 |
| Output price / 1M | $2.2 ↗ | $8 ↗ | GLM-4.6 |
| Cached input / 1M | $0.11 ↗ | — | — |
| Input + output / 1M Lower is cheaper. List prices; batch, tool and regional fees excluded. | $2.8 | $10 | GLM-4.6 |
| Modalities | text | text | Tie |
| Released | — | — | — |
| Cited benchmark scores | 2 | 0 | — |
Reliability
Provider status
Last 60 days · refreshed daily on this page · live on /statusMore matchups
GLM-4.6 vs …
Models sharing the most benchmarksBuilt by Respan
Which one wins on your data?
Public benchmarks are a starting point. Run GLM-4.6 and Sonar Reasoning Pro on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.