# GPT-6 Astra vs Ling 3.0 Flash VL

> Side-by-side benchmark comparison for GPT-6 Astra and Ling 3.0 Flash VL across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/gpt-6-astra-vs-ling-3-0-flash-vl
- Last updated: September 10, 2026

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

## Quick Verdict

No benchmark verdict yet: there is no shared sourced benchmark row for GPT-6 Astra and Ling 3.0 Flash VL.

## Summary

- GPT-6 Astra and Ling 3.0 Flash VL 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 | GPT-6 Astra | Ling 3.0 Flash VL |
|----------|----------|----------|
| Creator | OpenAI | InclusionAI |
| Type | Proprietary | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 1.05M | 262K |
| Independent public score (not head-to-head) | 84.08 | null |
| Benchmarks Covered | 25 | 0 |
| Pricing (input/output) | $10.00 / $50.00 | $0.00 / $0.00 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- GPT-6 Astra public-lane score: 70.4 (Supported · #5/152)
- Ling 3.0 Flash VL public-lane score: Coming soon

| Benchmark | GPT-6 Astra | Ling 3.0 Flash VL | Winner |
|-----------|-----------|-----------|--------|
| BrowseComp | 91.5% | Coming soon | Coming soon |
| OSWorld 2.0 | 72.6% | Coming soon | Coming soon |
| Terminal-Bench 4.0 | 57.90% | Coming soon | Coming soon |
| Terminal-Bench-Science 0.1 | 64.6% | Coming soon | Coming soon |
| ExploitGym | 42.4% | Coming soon | Coming soon |
| Agents' Last Exam | 59.3% | Coming soon | Coming soon |
| AutomationBench | 41.4% | Coming soon | Coming soon |
| HLE w/ tools | 57.2% | Coming soon | Coming soon |
| Terminal-Bench 2.1 (Vals) | 87.3% | Coming soon | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- GPT-6 Astra public-lane score: 74.6 (Supported · #4/151)
- Ling 3.0 Flash VL public-lane score: Coming soon

| Benchmark | GPT-6 Astra | Ling 3.0 Flash VL | Winner |
|-----------|-----------|-----------|--------|
| DeepSWE | 74.1% | Coming soon | Coming soon |
| FrontierCode 1.1 Main | 53.3% | Coming soon | Coming soon |
| FrontierCode 1.1 Extended | 64.5% | Coming soon | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- GPT-6 Astra public-lane score: 82.8 (Unranked · 3 rankable rows)
- Ling 3.0 Flash VL public-lane score: 76.3 (Unranked · 1 rankable row)

| Benchmark | GPT-6 Astra | Ling 3.0 Flash VL | Winner |
|-----------|-----------|-----------|--------|
| ScreenSpot Pro | 92.7% | Coming soon | Coming soon |
| BenchCAD Vision2Code (tools) | 0.959 | Coming soon | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- GPT-6 Astra public-lane score: 89.5 (#1/20)
- Ling 3.0 Flash VL public-lane score: 74.8 (Unranked · 2 rankable rows)

| Benchmark | GPT-6 Astra | Ling 3.0 Flash VL | Winner |
|-----------|-----------|-----------|--------|
| ARC-AGI-1 | 98.50% | Coming soon | Coming soon |
| ARC-AGI-2 | 95% | Coming soon | Coming soon |
| ARC-AGI-3 | 62.7% | Coming soon | Coming soon |
| GeneBench-Pro | 37.8% | Coming soon | Coming soon |
| MRCR v2 256K-512K | 100.0% | Coming soon | Coming soon |
| MRCR v2 512K-1M | 96.3% | Coming soon | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- GPT-6 Astra public-lane score: 82.2 (Supported · #4/183)
- Ling 3.0 Flash VL public-lane score: Coming soon

| Benchmark | GPT-6 Astra | Ling 3.0 Flash VL | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 96% | Coming soon | Coming soon |
| GPQA-D | 96.0% | Coming soon | Coming soon |
| HealthBench Professional | 63.4% | Coming soon | Coming soon |
| HealthBench Hard | 36.3% | Coming soon | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- GPT-6 Astra public-lane score: 85.2 (Unranked · 1 rankable row)
- Ling 3.0 Flash VL public-lane score: Coming soon

| Benchmark | GPT-6 Astra | Ling 3.0 Flash VL | Winner |
|-----------|-----------|-----------|--------|
| FrontierMath v2 (Tier 4) | 97.600% | Coming soon | Coming soon |

## FAQ

### Can I compare GPT-6 Astra and Ling 3.0 Flash VL 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

- [GPT-6 Astra vs Ling 3.0 Flash](/compare/gpt-6-astra-vs-ling-3-0-flash)
- [Ling 3.0 Flash VL vs Ling 3.0 Flash](/compare/ling-3-0-flash-vs-ling-3-0-flash-vl)
- [GPT-6 Astra vs Ling 3.0 Flash FP8](/compare/gpt-6-astra-vs-ling-3-0-flash-fp8)
- [Ling 3.0 Flash VL vs Ling 3.0 Flash FP8](/compare/ling-3-0-flash-fp8-vs-ling-3-0-flash-vl)

## Explore More

- [GPT-6 Astra profile](/models/gpt-6-astra)
- [Ling 3.0 Flash VL profile](/models/ling-3-0-flash-vl)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)