vs
9:1
overall capability wins (1 ties across 11 scored). GLM-4.7 leads overall.
- Reasoning6:0
- Coding2:0
- Arena1:0
- Pricing0:3
- Speed0:2
- Specs0:1
Verdict
GLM-4.7 leads coding (widest gap: +15.4 on SWE-Rebench); GLM-4.7 ranks higher on LMArena (+75 Elo); GLM-4.7 Flash offers ~1.6x larger context (200K vs 128K).
- GLM-4.7 leads coding (widest gap: +15.4 on SWE-Rebench)
- GLM-4.7 ranks higher on LMArena (+75 Elo)
- GLM-4.7 Flash offers ~1.6x larger context (200K vs 128K)
- GLM-4.7 ships open weights (MIT)
- GLM-4.7 Flash is ~2.4x cheaper on a blended token basis than GLM-4.7
Cost for 1M in + 250K out
Illustrative chat workload at primary-provider list prices.
- GLM-4.7
- $0.40
- GLM-4.7 Flash
- $0.16
GLM-4.7 Flash is about 2.5x cheaper on this workload.
Price per 1M tokens
Full comparison
Organization
Zhipu AI
Zhipu AI
Family
GLM
GLM
License
MIT
Proprietary
Open weights
Yes
No
Release
Dec 1, 2025
Dec 10, 2025
Knowledge cutoff
-
-
API / provider
Zhipu / Z.ai
Zhipu AI
Modalities
text → text
text, image → text
Specs
Context window
128K
200K
Max output
16K
16K
Parameters
—
—
Pricing
Input $/1M
$0.20
$0.06
Output $/1M
$0.80
$0.40
Blended $/1M (3∶1)
$0.35
$0.15
Speed
tok/s
90
130
TTFT (s)
0.3
0.22
Reasoning
MMLU-Pro
—
—
GPQA Diamond
85.9
58.1
Humanity's Last Exam
27.4
7.6
AIME 2025
—
—
MATH-500
—
—
Humanity's Last Exam (with tools)
—
—
AA-Omniscience Accuracy
29.3
16.2
AA-LCR v1.1
71.0
41.7
CritPt
1.7
0.3
MMMU-Pro
—
—
IFBench
67.9
60.8
Chartography
—
—
Chartography (With Tools)
—
—
Coding
SWE-bench Verified
—
—
SWE-bench Pro
—
—
SWE-bench Multilingual
—
—
LiveCodeBench
—
—
Terminal-Bench 2.1
45.3
—
Aider Polyglot
—
—
Terminal-Bench 3
—
—
BigCodeBench
—
—
SciCode
45.1
33.7
CursorBench
—
—
SWE-Rebench
45.5
30.1
NL2Repo-Bench
—
—
DeepSWE
—
—
WebDev Arena
1,435
—
Terminal-Bench 4.0
—
—
CursorBench 4.0
—
—
FrontierCode v1.1 (Main)
—
—
Arena
LMArena Elo
1,442
1,366
| Metric | GLM-4.7 | GLM-4.7 Flash | Delta |
|---|---|---|---|
| Identity | |||
| Organization | Zhipu AI | Zhipu AI | — |
| Family | GLM | GLM | — |
| License | MIT | Proprietary | — |
| Open weights | Yes | No | — |
| Release | Dec 1, 2025 | Dec 10, 2025 | — |
| Knowledge cutoff | - | - | — |
| API / provider | Zhipu / Z.ai | Zhipu AI | — |
| Modalities | text → text | text, image → text | — |
| Specs | |||
| Context window | 128K | 200K | B +72K |
| Max output | 16K | 16K | tie |
| Parameters | — | — | — |
| Pricing | |||
| Input $/1M | $0.20 | $0.06 | B +$0.14 |
| Output $/1M | $0.80 | $0.40 | B +$0.40 |
| Blended $/1M (3∶1) | $0.35 | $0.15 | B +$0.21 |
| Speed | |||
| tok/s | 90 | 130 | B +40 |
| TTFT (s) | 0.3 | 0.22 | B +0.08 |
| Reasoning | |||
| MMLU-Pro | — | — | — |
| GPQA Diamond | 85.9 | 58.1 | A +27.8 pts |
| Humanity's Last Exam | 27.4 | 7.6 | A +19.8 pts |
| AIME 2025 | — | — | — |
| MATH-500 | — | — | — |
| Humanity's Last Exam (with tools) | — | — | — |
| AA-Omniscience Accuracy | 29.3 | 16.2 | A +13.1 pts |
| AA-LCR v1.1 | 71.0 | 41.7 | A +29.3 pts |
| CritPt | 1.7 | 0.3 | A +1.4 pts |
| MMMU-Pro | — | — | — |
| IFBench | 67.9 | 60.8 | A +7.1 pts |
| Chartography | — | — | — |
| Chartography (With Tools) | — | — | — |
| Coding | |||
| SWE-bench Verified | — | — | — |
| SWE-bench Pro | — | — | — |
| SWE-bench Multilingual | — | — | — |
| LiveCodeBench | — | — | — |
| Terminal-Bench 2.1 | 45.3 | — | — |
| Aider Polyglot | — | — | — |
| Terminal-Bench 3 | — | — | — |
| BigCodeBench | — | — | — |
| SciCode | 45.1 | 33.7 | A +11.4 pts |
| CursorBench | — | — | — |
| SWE-Rebench | 45.5 | 30.1 | A +15.4 pts |
| NL2Repo-Bench | — | — | — |
| DeepSWE | — | — | — |
| WebDev Arena | 1,435 | — | — |
| Terminal-Bench 4.0 | — | — | — |
| CursorBench 4.0 | — | — | — |
| FrontierCode v1.1 (Main) | — | — | — |
| Arena | |||
| LMArena Elo | 1,442 | 1,366 | A +75 Elo |
GLM-4.7
- Context
- 128K / 16K out
- Parameters
- —
- Price
- $0.20 / $0.80
- Speed
- 90 tok/s · 0.3s TTFT
- Modalities
- text → text
- License
- MIT
Prior GLM-4.x open checkpoint still useful for cost-sensitive bilingual apps.
GLM-4.7 Flash
- Context
- 200K / 16K out
- Parameters
- —
- Price
- $0.06 / $0.40
- Speed
- 130 tok/s · 0.22s TTFT
- Modalities
- text, image → text
- License
- Proprietary
Fast low-cost GLM-4.7 API tier for Chinese/English high-volume chat and light agents.
Benchmark charts
Winner bars are emphasized. Per-benchmark deltas sit above each chart.