# GLM-5V-Turbo vs Inkling

> Side-by-side benchmark comparison for GLM-5V-Turbo and Inkling across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/glm-5v-turbo-vs-inkling
- Last updated: September 29, 2026

- Shared sourced benchmarks: 0
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.7

## Quick Verdict

No benchmark verdict yet: there is no shared sourced benchmark row for GLM-5V-Turbo and Inkling.

## Summary

- GLM-5V-Turbo and Inkling do not currently share a sourced benchmark row. The mirror therefore compares metadata, pricing, context windows, and each model's separately reported coverage without naming a benchmark winner.

## Model Snapshot

| Property | GLM-5V-Turbo | Inkling |
|----------|----------|----------|
| Creator | Z.AI | Thinking Machines Lab |
| Type | Proprietary | Open Weight |
| Reasoning | Non-Reasoning | Hybrid |
| Context | 200K | 1M |
| Independent public score (not head-to-head) | 48.87 | 54.24 |
| Benchmarks Covered | 2 | 21 |
| Pricing (input/output) | $1.20 / $4.00 | $1.87 / $4.68 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- GLM-5V-Turbo public-lane score: Coming soon
- Inkling public-lane score: 36.2 (Supported · #62/117)

| Benchmark | GLM-5V-Turbo | Inkling | Winner |
|-----------|-----------|-----------|--------|
| Claw-Eval | 53.8% | Coming soon | Coming soon |
| Gert Labs | 30.76% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 63.8% | Coming soon |
| BrowseComp | Coming soon | 77.1% | Coming soon |
| MCP Atlas | Coming soon | 74.1% | Coming soon |
| Terminal-Bench 2.1 (Vals) | Coming soon | 47.6% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- GLM-5V-Turbo public-lane score: 34.1 (Estimated · #82/142)
- Inkling public-lane score: 36.5 (Supported · #72/142)

| Benchmark | GLM-5V-Turbo | Inkling | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | Coming soon | 77.6% | Coming soon |
| SWE-bench Pro | Coming soon | 54.3% | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 63.8% | Coming soon |
| FrontierSWE v2 | Coming soon | 4.1% | Coming soon |
| LiveCodeBench (Vals) | Coming soon | 85.5% | Coming soon |
| SWE-bench (Vals) | Coming soon | 77.6% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- GLM-5V-Turbo public-lane score: 70.6 (Unranked · 2 rankable rows)
- Inkling public-lane score: 75.5 (#12/27)

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- GLM-5V-Turbo public-lane score: 68.3 (Unranked · 1 rankable row)
- Inkling public-lane score: 49.7 (#41/50)

| Benchmark | GLM-5V-Turbo | Inkling | Winner |
|-----------|-----------|-----------|--------|
| MMMU-Pro | Coming soon | 73.5% | Coming soon |
| CharXiv | Coming soon | 82% | Coming soon |
| CharXiv w/o tools | Coming soon | 78.1% | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- GLM-5V-Turbo public-lane score: 43.7 (Estimated · #81/168)
- Inkling public-lane score: 54.4 (Supported · #47/168)

| Benchmark | GLM-5V-Turbo | Inkling | Winner |
|-----------|-----------|-----------|--------|
| GPQA | Coming soon | 87.9% | Coming soon |
| GPQA-D | Coming soon | 87.9% | Coming soon |
| HLE | Coming soon | 46% | Coming soon |
| HLE w/o tools | Coming soon | 30% | Coming soon |
| GPQA Diamond (Vals) | Coming soon | 87.1% | Coming soon |
| MMLU-Pro (Vals) | Coming soon | 86.3% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- GLM-5V-Turbo public-lane score: 72.5 (#61/124)
- Inkling public-lane score: 83.9 (#44/124)

| Benchmark | GLM-5V-Turbo | Inkling | Winner |
|-----------|-----------|-----------|--------|
| IFBench | Coming soon | 79.8% | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- GLM-5V-Turbo public-lane score: Coming soon
- Inkling public-lane score: 78.5 (Unranked · 1 rankable row)

| Benchmark | GLM-5V-Turbo | Inkling | Winner |
|-----------|-----------|-----------|--------|
| AIME26 | Coming soon | 97.1% | Coming soon |

## FAQ

### Can I compare GLM-5V-Turbo and Inkling on BenchLM yet?

Not fully yet. BenchLM is tracking both models, but sourced benchmark coverage is still incomplete for a fair score-level comparison.

### Why does this page show "coming soon" values?

BenchLM only calls winners when public benchmark coverage is available on both sides of the comparison.

## Related Comparisons

- [GLM-5V-Turbo vs GLM-5.3](/compare/glm-5-3-vs-glm-5v-turbo)
- [Inkling vs GLM-5.3](/compare/glm-5-3-vs-inkling)
- [GLM-5V-Turbo vs GLM-5.2](/compare/glm-5-2-vs-glm-5v-turbo)
- [Inkling vs GLM-5.2](/compare/glm-5-2-vs-inkling)

## Explore More

- [GLM-5V-Turbo profile](/models/glm-5v-turbo)
- [Inkling profile](/models/inkling)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)