11# Zhipu GLM-4 vs Groq Comparison
22
33** Date:** February 6, 2026
4- ** Status:** API TEST FAILED — Comparison based on public benchmarks
5- ** Note:** Zhipu API key authentication failed (code 1211: Unknown Model)
4+ ** Status:** ✅ BOTH APIs TESTED — Real performance data
5+ ** Note:** Zhipu Coding Plan endpoint works! Standard endpoint still fails.
66
77---
88
99## Executive Summary
1010
1111| Provider | Model | Speed | Context | Status |
1212| ----------| -------| -------| ---------| --------|
13- | ** Groq** | llama-3.3-70b | ** 227 tok/s** | 128K | ✅ TESTED |
14- | Zhipu | GLM-4.7 | ~ 50-100 tok/s* | 200K | ❌ API FAILED |
13+ | ** Groq** | llama-3.3-70b | ** 227 tok/s** | 128K | ✅ 10/10 TESTED |
14+ | ** Zhipu** | GLM-4 Coding | ** 69.5 tok/s** | 200K | ✅ 4/10 TESTED |
1515
16- * Estimated from benchmarks
16+ ** Winner: ** Groq (3.3x faster, 100% success rate)
1717
1818---
1919
3030| FREE Tier | 1K req/day, 12K tok/min | ✅ |
3131| API Status | Working | ✅ |
3232
33- ### Zhipu GLM-4.7 (NOT TESTED ❌ )
33+ ### Zhipu GLM-4 Coding Plan ( TESTED ✅ )
3434
3535| Metric | Value | Status |
3636| --------| -------| --------|
3737| Parameters | 355B total (32B active) | From docs |
3838| Context | 200K | From docs |
3939| Max Output | 128K | From docs |
40- | Speed | ~ 50-100 tok/s* | Estimated |
41- | Thinking Mode | Native Chain-of-Thought | From docs |
42- | API Status | ** FAILED (code 1211)** | ❌ |
40+ | Speed (our test) | ** 69.5 tok/s** (peak 89.5) | ✅ VERIFIED |
41+ | Coherent | 4/4 (100%) | ✅ VERIFIED |
42+ | Endpoint | ` /api/coding/paas/v4 ` | ✅ WORKING |
43+ | API Status | ** Coding Plan WORKS!** | ✅ |
4344
44- * Based on industry benchmarks for similar models
45+ ** Note: ** Standard endpoint still fails (code 1211). Use Coding Plan endpoint!
4546
4647---
4748
5960
6061## API Endpoints Tested
6162
62- | Endpoint | Status | Error |
63+ | Endpoint | Status | Notes |
6364| ----------| --------| -------|
64- | ` open.bigmodel.cn/api/paas/v4/ ` | ❌ Failed | HTTP 400 |
65- | ` bigmodel.cn/api/paas/v4/ ` | ❌ Failed | Connection |
66- | ` api.z.ai/api/paas/v4/ ` | ❌ Failed | HTTP 400 |
65+ | ` open.bigmodel.cn/api/coding/ paas/v4/ ` | ✅ ** WORKING ** | Coding Plan |
66+ | ` open. bigmodel.cn/api/paas/v4/` | ❌ Failed | Standard (code 1211) |
67+ | ` api.z.ai/api/paas/v4/ ` | ❌ Failed | International |
6768
68- ** Error Code 1211 :** "Unknown Model, please check the model code"
69+ ** Solution :** Use ` /api/coding/paas/v4/ ` endpoint (Coding Plan)
6970
70- ### Possible Causes:
71- 1 . API key expired or invalid
72- 2 . Key doesn't have model access
73- 3 . Account needs verification
74- 4 . Region restriction (China-only)
71+ ### Coding Plan vs Standard:
72+ - ** Coding Plan:** Works! Different endpoint path with ` /coding/ `
73+ - ** Standard:** Fails with "Unknown Model" (1211)
74+ - API key format: ` {key_id}.{key_secret} ` (JWT auth)
7575
7676---
7777
7878## Feature Comparison
7979
80- | Feature | Groq llama-70b | Zhipu GLM-4.7 |
81- | ---------| ----------------| --------------- |
82- | ** Speed** | ✅ 227-287 tok/s | ~ 50-100 tok/s |
83- | ** Context** | 128K | 200K |
80+ | Feature | Groq llama-70b | Zhipu GLM-4 |
81+ | ---------| ----------------| -------------|
82+ | ** Speed** | ✅ ** 227-287 tok/s** | 69.5-89.5 tok/s |
83+ | ** Context** | 128K | ✅ ** 200K** |
8484| ** Thinking Mode** | ❌ | ✅ Native CoT |
85- | ** FREE Tier** | ✅ Yes | ⚠️ Unknown |
86- | ** API Working** | ✅ Yes | ❌ No |
87- | ** Chinese** | ❌ | ✅ Native |
85+ | ** FREE Tier** | ✅ Yes (1K req/day) | ⚠️ Coding Plan |
86+ | ** API Working** | ✅ 10/10 | ✅ 4/10 |
87+ | ** Chinese** | Limited | ✅ Native |
8888| ** Tool Use** | ✅ | ✅ |
89+ | ** Success Rate** | ✅ 100% | 40% (rate limits?) |
8990
9091---
9192
92- ## Our Test Results (Groq Only)
93+ ## Our Test Results
9394
95+ ### Groq llama-3.3-70b-versatile ✅
9496```
95- Groq llama-3.3-70b-versatile
96- ════════════════════════════
9797Tests: 10/10 ✅
9898Coherent: 100%
9999Avg Speed: 227 tok/s
@@ -106,38 +106,76 @@ Sample: "prove φ² + 1/φ² = 3"
106106→ 287 tok/s, coherent
107107```
108108
109+ ### Zhipu GLM-4 Coding Plan ✅
110+ ```
111+ Tests: 4/10 (some rate limited)
112+ Coherent: 100% (4/4)
113+ Avg Speed: 69.5 tok/s
114+ Peak: 89.5 tok/s
115+ Tokens: 881
116+ φ verified: YES
117+
118+ Samples:
119+ "solve 2+2 step by step" → Correct, 21 tok/s
120+ "Fibonacci next: 1,1,2,3,5,8,?" → "13" ✅, 89.5 tok/s
121+ "Python reverse string" → "string[::-1]" ✅, 81.6 tok/s
122+ "Capital of France?" → "Paris" ✅, 85.6 tok/s
123+ ```
124+
109125---
110126
111127## Recommendations
112128
113129### For Production Now:
114- ** Use Groq** — Working, fast (227 tok/s), FREE tier
130+ ** Use Groq** — 3.3x faster (227 vs 69.5 tok/s), 100% success rate, FREE tier
131+
132+ ### For Chinese/Long Context:
133+ ** Use Zhipu Coding Plan** — 200K context, native Chinese, works with ` /api/coding/ ` endpoint
115134
116- ### For Future Zhipu Testing :
117- 1 . Get new API key from https://open.bigmodel.cn
118- 2 . Verify account (may require Chinese phone)
119- 3 . Check model access permissions
120- 4 . Try official Python SDK: ` pip install zhipuai `
135+ ### Hybrid Strategy :
136+ 1 . ** Default: ** Groq (fast, reliable)
137+ 2 . ** Chinese tasks: ** Zhipu GLM-4
138+ 3 . ** Long context (>128K): ** Zhipu GLM-4
139+ 4 . ** Offline: ** BitNet I2_S (21 tok/s)
121140
122141---
123142
124143## Conclusion
125144
126- | Provider | Verdict |
127- | ----------| ---------|
128- | ** Groq** | ✅ RECOMMENDED — 10/10 tests passed, 227 tok/s |
129- | Zhipu | ⚠️ BLOCKED — API authentication failed |
145+ | Provider | Speed | Success | Verdict |
146+ | ----------| -------| ---------| ---------|
147+ | ** Groq** | 227 tok/s | 100% | ✅ RECOMMENDED for speed |
148+ | ** Zhipu** | 69.5 tok/s | 40% | ✅ USE for Chinese/long context |
149+
150+ ### Winner: Groq
151+ - ** 3.3x faster** (227 vs 69.5 tok/s)
152+ - ** 100% success rate** (10/10 vs 4/10)
153+ - ** FREE tier** (1K requests/day)
130154
131- Groq provides superior speed (227 tok/s vs ~ 100 tok/s estimated) with working FREE tier. Zhipu GLM-4.7 has larger context (200K vs 128K) and native Chinese support, but requires valid API access.
155+ ### Zhipu Strengths:
156+ - ** 200K context** (vs Groq 128K)
157+ - ** Native Chinese** support
158+ - ** Coding Plan** endpoint works
159+
160+ ---
161+
162+ ## Speed Comparison Chart
163+
164+ ```
165+ Groq Peak: ████████████████████████████████████████████████████████ 287 tok/s
166+ Groq Avg: █████████████████████████████████████████████ 227 tok/s
167+ Zhipu Peak: ██████████████████ 89.5 tok/s
168+ Zhipu Avg: ██████████████ 69.5 tok/s
169+ BitNet I2_S: ████ 21 tok/s
170+ ```
132171
133172---
134173
135174** Sources:**
136- - [ Zhipu GLM-4.7 Documentation] ( https://docs.z.ai/guides/llm/glm-4.7 )
137- - [ AI/ML API GLM-4.7 Docs] ( https://docs.aimlapi.com/api-references/text-models-llm/zhipu/glm-4.7 )
175+ - [ Zhipu GLM-4 Documentation] ( https://docs.z.ai/guides/llm/glm-4.7 )
138176- [ Groq Console] ( https://console.groq.com )
139- - [ GLM-4.7 Guide ] ( https://vertu.com/ai-tools/glm-4-7-and-glm-4-7-flash-the-definitive-2026-guide-to-zhipu-ais-reasoning-powerhouse/ )
177+ - Our tests: ` scripts/groq_hybrid_test.py ` , ` scripts/zhipu_glm4_test.py `
140178
141179---
142180
143- ** KOSCHEI IS IMMORTAL | GROQ WINS (API WORKS) | φ² + 1/φ² = 3**
181+ ** KOSCHEI IS IMMORTAL | GROQ 3.3X FASTER | ZHIPU 200K CONTEXT | φ² + 1/φ² = 3**
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