ModelsCompareBest forBenchmarksStatusPricingAPI
Compare / head-to-head

GLM-4.7-FlashvsGLM-5.3

GLM-5.3 leads 2 of 2 shared benchmarks. GLM-5.3 has the larger context window (1M tokens).

Benchmarks from cited public sources; pricing from official pages; status from official provider feeds.

Shared benchmarks
0 – 2
GLM-5.3 leads
Cheaper per token
GLM-4.7-Flash
list price, input + output
Larger context
GLM-5.3
1M tokens
Provider uptime (30d)
Z.ai
text
Context
200K
Max out
131K
Input /1M
$0
Output /1M
$0
Cached /1M
$0
Scores
3 · 3 core
GLM-5.3
Z.ai · released 2026-08-14
text
Context
1M
Max out
131K
Input /1M
$1.4
Output /1M
$4.4
Cached /1M
$0.26
Scores
33 · 6 core
Quality

Benchmark matrix

BenchmarkGLM-4.7-FlashGLM-5.3ΔEdge
Reported by both · 2
GPQA Diamond60.5% epoch90.9% epoch-30.4 ptGLM-5.3
OTIS Mock AIME 2024-2025 (Epoch AI run)58.3% epoch91.1% epoch-32.8 ptGLM-5.3
Only GLM-4.7-Flash reports · 1
LMArena Elo1352.2 not reported
Only GLM-5.3 reports · 22
Agents' Last Examnot reported28.5%
Agents' Last Exam (ALE-CLI)not reported28.5%
AutomationBench v1.0.6not reported48.2%
CyberGymnot reported84.5%
DeepSWE v1.1not reported66.9%
ExploitBenchnot reported54.4%
ExploitGym 2hnot reported105
ExploitGym 6hnot reported130
FrontierMath Tier 4 v2 (Epoch AI run)not reported29.3% epoch
FrontierMath Tiers 1-3 v2 (Epoch AI run)not reported68.8% epoch
FrontierSWEnot reported78.1%
GDPval-AA v2not reported1769
HLE (with tools)not reported62.5%
NL2Reponot reported58%
PostTrainBenchnot reported39.8%
ProgramBench (Almost Solved)not reported19%
SimpleQA Verifiednot reported41% epoch
SWE-Marathon v1.1not reported42.5%
Terminal-Bench 2.1not reported88.2%
Terminal-Bench 3.0not reported28.3%
Toolathlon Verifiednot reported73%
Z.ai Code Bench (max effort)not reported34.5%
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-4.7-Flash minus GLM-5.3 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-4.7-FlashGLM-5.3Edge
Context window200K tokens1M tokensGLM-5.3
Max output131K tokens131K tokensTie
Input price / 1M$0 $1.4 GLM-4.7-Flash
Output price / 1M$0 $4.4 GLM-4.7-Flash
Cached input / 1M$0 $0.26 GLM-4.7-Flash
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$0$5.8GLM-4.7-Flash
ModalitiestexttextTie
Released2026-08-14
Cited benchmark scores333
Reliability

Z.ai status

All providers
More matchups

GLM-4.7-Flash vs …

More matchups

GLM-5.3 vs …

Built by Respan
Which one wins on your data?

Public benchmarks are a starting point. Run GLM-4.7-Flash and GLM-5.3 on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.