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GLM-5.2vsSonar Deep Research

GLM-5.2 and Sonar Deep Research do not yet share a public benchmark, so quality cannot be compared apples-to-apples. GLM-5.2 is 1.7x cheaper per token. GLM-5.2 has the larger context window (1M 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-5.2
1.7x cheaper, input + output
Larger context
GLM-5.2
1M tokens
Provider uptime (30d)
— · 100%
Z.ai · Perplexity
GLM-5.2
Z.ai · released 2026-06-24
text
Context
1M
Max out
131K
Input /1M
$1.4
Output /1M
$4.4
Cached /1M
$0.26
Scores
26 · 9 core
Sonar Deep Research
Perplexity · released 2025-02-14
text
Context
128K
Max out
Input /1M
$2
Output /1M
$8
Cached /1M
Scores
6 · 0 core
Quality

Benchmark matrix

BenchmarkGLM-5.2Sonar Deep ResearchΔEdge
Reported by both · 0
No public benchmark is reported for both models yet.
Only GLM-5.2 reports · 25
GPQA Diamond91.9% epochnot reported
AIME 202690% matharenanot reported
Agents' Last Exam (ALE-CLI)23.8% not reported
AutomationBench v1.0.626.2% not reported
CyberGym77.2% not reported
DeepSWE v1.146.2% not reported
ExploitBench24.4% not reported
ExploitGym 2h29 not reported
ExploitGym 6h39 not reported
FrontierMath Tier 4 v2 (Epoch AI run)29.3% epochnot reported
FrontierMath Tiers 1-3 v2 (Epoch AI run)59.2% epochnot reported
FrontierSWE67.5% not reported
GDPval-AA v21508 not reported
HLE (with tools)54.7% not reported
NL2Repo48.9% not reported
OTIS Mock AIME 2024-2025 (Epoch AI run)86.4% epochnot reported
PostTrainBench31.7% not reported
ProgramBench (Almost Solved)9.5% not reported
SimpleQA Verified34.2% epochnot reported
SWE-Bench Pro62.1% not reported
SWE-bench Verified (Epoch AI run)78.7% epochnot reported
SWE-Marathon v1.119.4% not reported
Terminal-Bench 2.181% not reported
Terminal-Bench 3.04.6% not reported
Toolathlon Verified59.9% not reported
Only Sonar Deep Research reports · 6
DRACO Breadth & Depth (Opus 4.6 base)not reported73.1%
DRACO Citation Quality (Opus 4.6 base)not reported64.6%
DRACO Factual Accuracy (Opus 4.6 base)not reported67.9%
DRACO Normalized Score (Opus 4.6 base)not reported70.5%
DRACO Pass Rate (Opus 4.6 base)not reported72.8%
DRACO Presentation Quality (Opus 4.6 base)not reported90.3%
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-5.2 minus Sonar Deep Research 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

SpecGLM-5.2Sonar Deep ResearchEdge
Context window1M tokens128K tokensGLM-5.2
Max output131K tokens
Input price / 1M$1.4 $2 GLM-5.2
Output price / 1M$4.4 $8 GLM-5.2
Cached input / 1M$0.26
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$5.8$10GLM-5.2
ModalitiestexttextTie
Released2026-06-242025-02-14
Cited benchmark scores266
Reliability

Provider status

All providers
More matchups

GLM-5.2 vs …

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