GLM 5V Turbo vs GPT-6 Astra
GPT-6 Astra leads GLM 5V Turbo on the Artificial Analysis Intelligence Index, 52.7 to 23.5, and GLM 5V Turbo costs 12.5x less per output token ($4.00 vs $50.00 per million). Updated October 22, 2026; 55 benchmarks have a result for both.
GLM 5V Turbo or GPT-6 Astra: which to pick
Only GPT-6 Astra has a coding score, 85.1 on the Vibe Coding Index; GLM 5V Turbo has none, so the two cannot be ranked on coding.
Pick GLM 5V Turbo for output tokens 12.5x cheaper ($4.00 vs $50.00 per million) and work measured by LMArena Text: medicine and healthcare or LMArena Text: English, where it leads.
- Shared results
- 55
- GLM 5V Turbo only
- 10
- GPT-6 Astra only
- 66
- Like-for-like categories
- 8 of 9
Only benchmarks that tested both models count toward a pick; a result only one model has is shown but not compared.
Which one for your work
Each card is decided by one number both models carry. Where only one has it, the card says so and makes no call.
Coding
Vibe Coding Index, six public coding benchmarks
No call
Only GPT-6 Astra has a coding score, so no call is made.
One side not measured
Intelligence
AA Intelligence Index
GPT-6 Astra
GPT-6 Astra leads, 52.7 against 23.5.
Same board, both measured
Agentic work
AA Agentic Index
No call
Only GPT-6 Astra has a AA Agentic Index result, 51.0.
Directional only
Web design
Design Arena: websites
GPT-6 Astra
GPT-6 Astra leads, 1336 against 1230.
Same board, both measured
General
Vals Index
No call
Only GPT-6 Astra has a Vals Index result, 65.0%.
Directional only
Long documents
Listed context window
GPT-6 Astra
GPT-6 Astra takes 1.05M tokens against 203K.
Listed by OpenRouter
Everyday cost
1K input + 500 output tokens
GLM 5V Turbo
GLM 5V Turbo $0.0032, GPT-6 Astra $0.035 per turn.
List prices
At a glance
- Coding index
- GLM 5V Turbo not benchmarked, GPT-6 Astra 85.1 from 5 benchmarks.
- Widest category
- Intelligence, 29.2 points apart on average over 1 shared benchmark.
- Widest single gap
- LMArena WebDev: GLM 5V Turbo 1402 against GPT-6 Astra 1774, 53.1 points apart on a 0 to 100 scale.
- Output price
- GLM 5V Turbo $4.00 against GPT-6 Astra $50.00 per million output tokens, 12.5x apart.
- Context window
- GLM 5V Turbo takes 203K tokens, GPT-6 Astra 1.05M.
Benchmark by benchmark
First the score: boards each model leads, per category, where both have a result. Then every board, a category to a fold; bars are each result on a 0 to 100 scale, so compare the two in a row, not one row with another.
| Category | GLM 5V Turbo | Bars | GPT-6 Astra | Ties |
|---|---|---|---|---|
| Coding | 0 | 6 | ||
| Intelligence | 0 | 1 | ||
| Agentic work | 0 | 5 | ||
| Reasoning | 0 | 7 | ||
| Math | 0 | 2 | ||
| Knowledge | 1 | 3 | ||
| Web design | 0 | 8 | ||
| General | 5 | 17 | ||
| All shared boards | 6 | 49 |
CodingLike-for-likeSix of these boards feed the Vibe Coding Index06
| Benchmark | GLM 5V Turbo | GPT-6 Astra | Leader |
|---|---|---|---|
| LiveBench coding | Not measured | 93.7% | Only GPT-6 Astra measured |
| LMArena WebDev | 1402 | 1774 | GPT-6 Astra |
| AA Coding Index | Not measured | 76.9 | Only GPT-6 Astra measured |
| Terminal-Bench 4 (Vals AI) | Not measured | 59.6% | Only GPT-6 Astra measured |
| Vibe Code Bench (Vals AI) | Not measured | 89.6% | Only GPT-6 Astra measured |
| Code migration (Vals AI) | Not measured | 67.7% | Only GPT-6 Astra measured |
| ProgramBench (Vals AI) | Not measured | 5.5% | Only GPT-6 Astra measured |
| IOI (Vals AI) | Not measured | 100.0% | Only GPT-6 Astra measured |
| Terminal-Bench 2.1 (Vals AI) | Not measured | 87.3% | Only GPT-6 Astra measured |
| SWE-bench Multimodal (Vals AI) | Not measured | 43.3% | Only GPT-6 Astra measured |
| Vibe Code Bench 1-100 (Vals AI) | Not measured | 27.6% | Only GPT-6 Astra measured |
| CyberBench (Vals AI) | Not measured | 41.1% | Only GPT-6 Astra measured |
| SciCode | Not measured | 56.5% | Only GPT-6 Astra measured |
| Terminal-Bench Hard (Artificial Analysis run) | 32.6% | Not measured | Only GLM 5V Turbo measured |
| FrontierCode | Not measured | 53.3% | Only GPT-6 Astra measured |
| FrontierSWE | Not measured | 65.5% | Only GPT-6 Astra measured |
| GSO-Bench | Not measured | 79.4% | Only GPT-6 Astra measured |
| WeirdML | Not measured | 93.3% | Only GPT-6 Astra measured |
| MirrorCode | Not measured | 46.7% | Only GPT-6 Astra measured |
| ALE-Bench | Not measured | 2951.3 | Only GPT-6 Astra measured |
| LMArena Text: coding | 1466 | 1489 | GPT-6 Astra |
| LMArena Text: software and IT | 1460 | 1474 | GPT-6 Astra |
| LMArena WebDev: React | 1386 | 1798 | GPT-6 Astra |
| LMArena WebDev: HTML | 1356 | 1775 | GPT-6 Astra |
| LMArena WebDev: from an image | 1425 | 1726 | GPT-6 Astra |
| SciCode | Not measured | 12.3% | Only GPT-6 Astra measured |
| Neither model has a result on the other 13 boards here | |||
IntelligenceLike-for-likePublic boards, shown as published, kept out of the index01
| Benchmark | GLM 5V Turbo | GPT-6 Astra | Leader |
|---|---|---|---|
| AA Intelligence Index | 23.5 | 52.7 | GPT-6 Astra |
| Epoch Capabilities Index | Not measured | 168.8 | Only GPT-6 Astra measured |
Agentic workLike-for-likePublic boards, shown as published, kept out of the index05
| Benchmark | GLM 5V Turbo | GPT-6 Astra | Leader |
|---|---|---|---|
| AA Agentic Index | Not measured | 51.0 | Only GPT-6 Astra measured |
| Design Arena: agents building web apps | 1124 | 1374 | GPT-6 Astra |
| Design Arena: agents building full-stack apps | 1149 | 1357 | GPT-6 Astra |
| Design Arena: agents building mobile apps | 1134 | 1312 | GPT-6 Astra |
| Design Arena: agents building Android apps | 1267 | Not measured | Only GLM 5V Turbo measured |
| Design Arena: agents building Godot games | 957 | 1348 | GPT-6 Astra |
| Design Arena: agents building games | 1102 | Not measured | Only GLM 5V Turbo measured |
| Design Arena: HTML slides | 1070 | Not measured | Only GLM 5V Turbo measured |
| Design Arena: PowerPoint slides | 1128 | 1219 | GPT-6 Astra |
| Design Arena: spreadsheets | Not measured | 1379 | Only GPT-6 Astra measured |
| LiveBench research | Not measured | 85.2% | Only GPT-6 Astra measured |
| LiveBench browser | Not measured | 84.0% | Only GPT-6 Astra measured |
| LiveBench long agentic | Not measured | 82.4% | Only GPT-6 Astra measured |
| SREBench (Vals AI) | Not measured | 56.9% | Only GPT-6 Astra measured |
| Finance Agent (Vals AI) | Not measured | 53.5% | Only GPT-6 Astra measured |
| Tax Agent Bench (Vals AI) | Not measured | 20.7% | Only GPT-6 Astra measured |
| Legal Research Bench (Vals AI) | Not measured | 39.4% | Only GPT-6 Astra measured |
| Harvey's Legal Agent Benchmark (Vals AI) | Not measured | 7.1% | Only GPT-6 Astra measured |
| Excel Modeling Benchmark (Vals AI) | Not measured | 71.7% | Only GPT-6 Astra measured |
| BioMysteryBench (Vals AI) | Not measured | 79.3% | Only GPT-6 Astra measured |
| Terminal-Bench-Science (Vals AI) | Not measured | 62.9% | Only GPT-6 Astra measured |
| Vals Science Index | Not measured | 65.1% | Only GPT-6 Astra measured |
| Time Horizon Index (Vals AI) | Not measured | 90.5% | Only GPT-6 Astra measured |
| CUA-bench (Vals AI) | Not measured | 19.2% | Only GPT-6 Astra measured |
| Robo-bench (Vals AI) | Not measured | 23.3% | Only GPT-6 Astra measured |
| τ²-Bench Telecom | 98.5% | Not measured | Only GLM 5V Turbo measured |
| APEX-Agents | Not measured | 64.7% | Only GPT-6 Astra measured |
| Remote Labor Index | Not measured | 20.8% | Only GPT-6 Astra measured |
| BALROG | Not measured | 68.3% | Only GPT-6 Astra measured |
| SpireClimb | Not measured | 25.7% | Only GPT-6 Astra measured |
| Vending-Bench 2 | Not measured | $15,515 | Only GPT-6 Astra measured |
| Neither model has a result on the other 10 boards here | |||
ReasoningLike-for-likePublic boards, shown as published, kept out of the index07
| Benchmark | GLM 5V Turbo | GPT-6 Astra | Leader |
|---|---|---|---|
| LiveBench reasoning | Not measured | 92.7% | Only GPT-6 Astra measured |
| MysteryMechanism (Vals AI) | Not measured | 53.1% | Only GPT-6 Astra measured |
| GPQA Diamond (Artificial Analysis run) | 80.9% | 96.3% | GPT-6 Astra |
| Humanity's Last Exam (Artificial Analysis run) | 17.1% | 54.7% | GPT-6 Astra |
| GPQA Diamond (Epoch AI run) | Not measured | 95.8% | Only GPT-6 Astra measured |
| ARC-AGI | Not measured | 98.5% | Only GPT-6 Astra measured |
| ARC-AGI-2 | Not measured | 95.0% | Only GPT-6 Astra measured |
| Chess puzzles | Not measured | 74.0% | Only GPT-6 Astra measured |
| Mystery game puzzles | Not measured | 84.0% | Only GPT-6 Astra measured |
| EBR-bench | Not measured | 76.2% | Only GPT-6 Astra measured |
| LMArena Text: hard prompts | 1443 | 1463 | GPT-6 Astra |
| LMArena Text: expert | 1453 | 1489 | GPT-6 Astra |
| LMArena Text: hard prompts in English | 1456 | 1464 | GPT-6 Astra |
| LMArena Vision: diagrams | 1286 | 1297 | GPT-6 Astra |
| LMArena Vision: homework | 1273 | 1337 | GPT-6 Astra |
| Neither model has a result on the other 7 boards here | |||
MathLike-for-likePublic boards, shown as published, kept out of the index02
| Benchmark | GLM 5V Turbo | GPT-6 Astra | Leader |
|---|---|---|---|
| OTIS Mock AIME | Not measured | 100.0% | Only GPT-6 Astra measured |
| FrontierMath, tiers 1 to 3 | Not measured | 93.7% | Only GPT-6 Astra measured |
| FrontierMath, tier 4 | Not measured | 97.6% | Only GPT-6 Astra measured |
| ProofBench | Not measured | 99.0% | Only GPT-6 Astra measured |
| LMArena Text: math | 1442 | 1465 | GPT-6 Astra |
| LMArena Text: mathematical work | 1447 | 1484 | GPT-6 Astra |
| Neither model has a result on the other 7 boards here | |||
KnowledgeLike-for-likePublic boards, shown as published, kept out of the index13
| Benchmark | GLM 5V Turbo | GPT-6 Astra | Leader |
|---|---|---|---|
| MedCode (Vals AI) | Not measured | 48.5% | Only GPT-6 Astra measured |
| SimpleQA Verified | Not measured | 75.6% | Only GPT-6 Astra measured |
| LMArena Text: science | 1448 | 1451 | GPT-6 Astra |
| LMArena Text: medicine and healthcare | 1433 | 1425 | GLM 5V Turbo |
| LMArena Text: legal and government | 1436 | 1462 | GPT-6 Astra |
| LMArena Text: business and finance | 1435 | 1439 | GPT-6 Astra |
| FACTS Benchmark Suite | Not measured | 75.7% | Only GPT-6 Astra measured |
| Neither model has a result on the other 11 boards here | |||
Web designLike-for-likePublic boards, shown as published, kept out of the index08
| Benchmark | GLM 5V Turbo | GPT-6 Astra | Leader |
|---|---|---|---|
| Design Arena: websites | 1230 | 1336 | GPT-6 Astra |
| Design Arena: UI components | 1210 | 1394 | GPT-6 Astra |
| Design Arena: game dev | 1218 | 1479 | GPT-6 Astra |
| Design Arena: data viz | 1202 | 1334 | GPT-6 Astra |
| Design Arena: 3D | 1208 | 1500 | GPT-6 Astra |
| Design Arena: all code categories | 1227 | 1378 | GPT-6 Astra |
| Design Arena: SVG | 1150 | 1430 | GPT-6 Astra |
| Design Arena: ASCII art | 1117 | 1353 | GPT-6 Astra |
| LiveBench design | Not measured | 82.0% | Only GPT-6 Astra measured |
GeneralLike-for-likePublic boards, shown as published, kept out of the index517
| Benchmark | GLM 5V Turbo | GPT-6 Astra | Leader |
|---|---|---|---|
| Vals Index | Not measured | 65.0% | Only GPT-6 Astra measured |
| LiveBench data analysis | Not measured | 83.0% | Only GPT-6 Astra measured |
| SAGE (Vals AI) | Not measured | 46.4% | Only GPT-6 Astra measured |
| MedScribe (Vals AI) | Not measured | 87.9% | Only GPT-6 Astra measured |
| IFBench | 61.1% | Not measured | Only GLM 5V Turbo measured |
| Long context reasoning (AA-LCR) | 70.3% | 80.7% | GPT-6 Astra |
| DTBench | Not measured | 97.3% | Only GPT-6 Astra measured |
| LMCA | Not measured | 64.4% | Only GPT-6 Astra measured |
| Furniture assembly | Not measured | 80.0% | Only GPT-6 Astra measured |
| LMArena Text | 1437 | 1441 | GPT-6 Astra |
| LMArena Text: instruction following | 1423 | 1455 | GPT-6 Astra |
| LMArena Text: creative writing | 1417 | 1420 | GPT-6 Astra |
| LMArena Vision | 1264 | 1280 | GPT-6 Astra |
| LMArena Text: English | 1454 | 1447 | GLM 5V Turbo |
| LMArena Text: non-English | 1420 | 1432 | GPT-6 Astra |
| LMArena Text: Chinese | 1491 | 1489 | GLM 5V Turbo |
| LMArena Text: German | 1422 | 1459 | GPT-6 Astra |
| LMArena Text: Japanese | Not measured | 1405 | Only GPT-6 Astra measured |
| LMArena Text: Korean | 1397 | 1428 | GPT-6 Astra |
| LMArena Text: French | 1443 | 1432 | GLM 5V Turbo |
| LMArena Text: Spanish | 1452 | 1422 | GLM 5V Turbo |
| LMArena Text: Russian | 1432 | 1438 | GPT-6 Astra |
| LMArena Text: Polish | 1432 | 1422 | GLM 5V Turbo |
| LMArena Text: multi-turn | 1431 | 1447 | GPT-6 Astra |
| LMArena Text: longer queries | 1438 | 1460 | GPT-6 Astra |
| LMArena Text: writing and language | 1420 | 1437 | GPT-6 Astra |
| LMArena Text: entertainment and media | 1407 | 1427 | GPT-6 Astra |
| LMArena Vision: English | 1274 | 1280 | GPT-6 Astra |
| LMArena Vision: Chinese | 1329 | 1361 | GPT-6 Astra |
| LMArena Vision: reading text | 1270 | 1292 | GPT-6 Astra |
| LMArena Vision: humor | 1268 | Not measured | Only GLM 5V Turbo measured |
| LMArena Vision: captioning | 1264 | Not measured | Only GLM 5V Turbo measured |
| LMArena Vision: recognizing things | 1241 | Not measured | Only GLM 5V Turbo measured |
| LMArena Vision: creative writing | 1252 | 1286 | GPT-6 Astra |
| LMArena Document | 1416 | Not measured | Only GLM 5V Turbo measured |
| Neither model has a result on the other 11 boards here | |||
Image generationNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
| Benchmark | GLM 5V Turbo | GPT-6 Astra | Leader |
|---|---|---|---|
| Neither model has a result on 5 boards here | |||
What each workload costs
Three fixed token mixes at each model's listed price, so per-token rates become a bill.
Chat turn
1K input + 500 output tokens
GLM 5V Turbo costs less
Repository review
50K input + 3K output tokens
GLM 5V Turbo costs less
Agent loop
200K input + 10K output tokens
GLM 5V Turbo costs less
Listed OpenRouter rates, without cache or batch discounts. A workload that does not fit a model's context window would need splitting.
Specification differences
The leading value in a row is marked; a row with a missing value names no leader. Our two rows are marked in red.
| Specification | Z.ai GLM 5V Turbo | OpenAI GPT-6 Astra |
|---|---|---|
| Maker | Z.ai | OpenAI |
| Weights | No public weights listed | No public weights listed |
| Released | April 1, 2026 | September 4, 2026 |
| Context window | 203K | 1.05M |
| Input $/Mtok | $1.20 | $10.00 |
| Output $/Mtok | $4.00 | $50.00 |
| Coding index | Not benchmarked | 85.1 |
| Independent measurements behind it | 1 | 5 |
| Cost per solved task | Not computable | Not computable |
| Source | OpenRouter listing | OpenRouter listing |
Questions
Is GLM 5V Turbo better than GPT-6 Astra for coding?
Only GPT-6 Astra has a coding score, 85.1 on the Vibe Coding Index; GLM 5V Turbo has none, so the two cannot be ranked on coding. Pick GLM 5V Turbo for output tokens 12.5x cheaper ($4.00 vs $50.00 per million) and work measured by LMArena Text: medicine and healthcare or LMArena Text: English, where it leads.
Which is cheaper, GLM 5V Turbo or GPT-6 Astra?
GLM 5V Turbo costs $1.20 per million input tokens and $4.00 per million output tokens; GPT-6 Astra costs $10.00 and $50.00. Cost per solved task is known for neither of them.
Which has the bigger context window, GLM 5V Turbo or GPT-6 Astra?
GPT-6 Astra, with 1.05M tokens against 203K.
How many benchmarks is the GLM 5V Turbo vs GPT-6 Astra comparison based on?
55 benchmarks have a result for both models as of October 22, 2026. GLM 5V Turbo's coding index rests on 1 independent benchmark and GPT-6 Astra's on 5. Where only one model has a result, the page says so instead of naming a winner.