# Ling 3.0 Flash FP8 vs MAI-Thinking-1

> Side-by-side benchmark comparison for Ling 3.0 Flash FP8 and MAI-Thinking-1 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/ling-3-0-flash-fp8-vs-mai-thinking-1
- Last updated: September 18, 2026

- Shared sourced benchmarks: 3
- HTML indexing: indexable
- Ranking lane: BenchAlign v5

## Quick Verdict

Evidence is too thin for a benchmark verdict: Ling 3.0 Flash FP8 and MAI-Thinking-1 share only 3 sourced benchmark rows.

## Summary

- Only 3 shared sourced benchmark rows are available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.
- Ling 3.0 Flash FP8 has the larger published context window at 262K.

## Model Snapshot

| Property | Ling 3.0 Flash FP8 | MAI-Thinking-1 |
|----------|----------|----------|
| Creator | InclusionAI | Microsoft |
| Type | Open Weight | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 262K | 256K |
| Independent public score (not head-to-head) | null | 50.84 |
| Benchmarks Covered | 4 | 14 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | N/A |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Ling 3.0 Flash FP8 public-lane score: Coming soon
- MAI-Thinking-1 public-lane score: 49.9 (Estimated · #60/154)

| Benchmark | Ling 3.0 Flash FP8 | MAI-Thinking-1 | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | Coming soon | 46% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Ling 3.0 Flash FP8 public-lane score: Coming soon
- MAI-Thinking-1 public-lane score: 50 (Estimated · #62/154)

| Benchmark | Ling 3.0 Flash FP8 | MAI-Thinking-1 | Winner |
|-----------|-----------|-----------|--------|
| SciCode | 40.4% | Coming soon | Coming soon |
| LiveCodeBench v6 | Coming soon | 87.7% | Coming soon |
| SWE-bench Verified | Coming soon | 73.5% | Coming soon |
| SWE-bench Pro | Coming soon | 52.8% | Coming soon |
| Terminal-Bench 2.0 | Coming soon | 46.0% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Ling 3.0 Flash FP8 public-lane score: Coming soon
- MAI-Thinking-1 public-lane score: Coming soon

| Benchmark | Ling 3.0 Flash FP8 | MAI-Thinking-1 | Winner |
|-----------|-----------|-----------|--------|
| Graphwalks BFS 128K | Coming soon | 90% | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Ling 3.0 Flash FP8 public-lane score: Coming soon
- MAI-Thinking-1 public-lane score: 51.7 (Estimated · #71/184)

| Benchmark | Ling 3.0 Flash FP8 | MAI-Thinking-1 | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 84% | 84.2% | MAI-Thinking-1 |
| GPQA-D | 84.0% | 84.2% | MAI-Thinking-1 |
| MMLU-Pro | Coming soon | 85% | Coming soon |
| SimpleQA | Coming soon | 31% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- Ling 3.0 Flash FP8 public-lane score: 69.7 (#65/124)
- MAI-Thinking-1 public-lane score: 95.4 (#1/124)

| Benchmark | Ling 3.0 Flash FP8 | MAI-Thinking-1 | Winner |
|-----------|-----------|-----------|--------|
| IFBench | 73.4% | 85% | MAI-Thinking-1 |

### Mathematics

- Winner: Insufficient shared evidence
- Ling 3.0 Flash FP8 public-lane score: Coming soon
- MAI-Thinking-1 public-lane score: 72.8 (Unranked · 3 rankable rows)

| Benchmark | Ling 3.0 Flash FP8 | MAI-Thinking-1 | Winner |
|-----------|-----------|-----------|--------|
| AIME 2025 | Coming soon | 97% | Coming soon |
| AIME26 | Coming soon | 94.5% | Coming soon |
| HMMT Feb 2026 | Coming soon | 84.9% | Coming soon |

## FAQ

### Is there enough evidence to pick between Ling 3.0 Flash FP8 and MAI-Thinking-1?

Not yet. The models share only 3 sourced benchmark rows, so this mirror reports the available measurements and metadata without naming a broad winner.

### What can I compare safely on this page?

Published pricing, context windows, model type, and individual shared benchmark rows are directly comparable. Independent overall scores and non-overlapping benchmark coverage are labeled separately and should not be read as a controlled head-to-head result.

## Related Comparisons

- [Ling 3.0 Flash FP8 vs Ling 3.0 Flash](/compare/ling-3-0-flash-vs-ling-3-0-flash-fp8)
- [MAI-Thinking-1 vs Ling 3.0 Flash](/compare/ling-3-0-flash-vs-mai-thinking-1)
- [Ling 3.0 Flash FP8 vs Ling 3.0 Flash VL](/compare/ling-3-0-flash-fp8-vs-ling-3-0-flash-vl)
- [MAI-Thinking-1 vs Ling 3.0 Flash VL](/compare/ling-3-0-flash-vl-vs-mai-thinking-1)

## Explore More

- [Ling 3.0 Flash FP8 profile](/models/ling-3-0-flash-fp8)
- [MAI-Thinking-1 profile](/models/mai-thinking-1)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)