# LLaDA2.2-flash vs MAI-Thinking-1

> Side-by-side benchmark comparison for LLaDA2.2-flash and MAI-Thinking-1 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/llada2-2-flash-vs-mai-thinking-1
- Last updated: September 10, 2026

- Shared sourced benchmarks: 2
- HTML indexing: indexable
- Ranking lane: BenchAlign v5

## Quick Verdict

Evidence is too thin for a benchmark verdict: LLaDA2.2-flash and MAI-Thinking-1 share only 2 sourced benchmark rows.

## Summary

- Only 2 shared sourced benchmark rows are available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.
- MAI-Thinking-1 has the larger published context window at 256K.

## Model Snapshot

| Property | LLaDA2.2-flash | MAI-Thinking-1 |
|----------|----------|----------|
| Creator | InclusionAI | Microsoft |
| Type | Open Weight | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 128K | 256K |
| Independent public score (not head-to-head) | null | 52 |
| Benchmarks Covered | 8 | 14 |
| Pricing (input/output) | $0.00 / $0.00 | N/A |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- LLaDA2.2-flash public-lane score: Coming soon
- MAI-Thinking-1 public-lane score: 50.3 (Estimated · #50/152)

| Benchmark | LLaDA2.2-flash | MAI-Thinking-1 | Winner |
|-----------|-----------|-----------|--------|
| τ²-bench results | 80.3% | Coming soon | Coming soon |
| Claw-Eval | 64.2% | Coming soon | Coming soon |
| PinchBench | 81.7% | Coming soon | Coming soon |
| MCP Atlas | 46.2% | Coming soon | Coming soon |
| BFCL v4 | 60.8% | Coming soon | Coming soon |
| Terminal-Bench 2.0 | Coming soon | 46% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- LLaDA2.2-flash public-lane score: Coming soon
- MAI-Thinking-1 public-lane score: 50.4 (Estimated · #57/151)

| Benchmark | LLaDA2.2-flash | MAI-Thinking-1 | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 49.3% | 73.5% | MAI-Thinking-1 |
| SWE-bench Pro | 30.1% | 52.8% | MAI-Thinking-1 |
| SWE Multilingual | 25% | Coming soon | Coming soon |
| LiveCodeBench v6 | Coming soon | 87.7% | Coming soon |
| Terminal-Bench 2.0 | Coming soon | 46.0% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- LLaDA2.2-flash public-lane score: Coming soon
- MAI-Thinking-1 public-lane score: Coming soon

| Benchmark | LLaDA2.2-flash | MAI-Thinking-1 | Winner |
|-----------|-----------|-----------|--------|
| Graphwalks BFS 128K | Coming soon | 90% | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- LLaDA2.2-flash public-lane score: Coming soon
- MAI-Thinking-1 public-lane score: 52.3 (Estimated · #66/183)

| Benchmark | LLaDA2.2-flash | MAI-Thinking-1 | Winner |
|-----------|-----------|-----------|--------|
| GPQA | Coming soon | 84.2% | Coming soon |
| GPQA-D | Coming soon | 84.2% | Coming soon |
| MMLU-Pro | Coming soon | 85% | Coming soon |
| SimpleQA | Coming soon | 31% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- LLaDA2.2-flash public-lane score: Coming soon
- MAI-Thinking-1 public-lane score: 94.7 (#1/123)

| Benchmark | LLaDA2.2-flash | MAI-Thinking-1 | Winner |
|-----------|-----------|-----------|--------|
| IFBench | Coming soon | 85% | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- LLaDA2.2-flash public-lane score: Coming soon
- MAI-Thinking-1 public-lane score: 73.4 (Unranked · 3 rankable rows)

| Benchmark | LLaDA2.2-flash | 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 LLaDA2.2-flash and MAI-Thinking-1?

Not yet. The models share only 2 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

- [LLaDA2.2-flash vs LLaDA2.2-mini](/compare/llada2-2-flash-vs-llada2-2-mini)
- [MAI-Thinking-1 vs LLaDA2.2-mini](/compare/llada2-2-mini-vs-mai-thinking-1)
- [LLaDA2.2-flash vs Claude Fable 5.1](/compare/claude-fable-5-1-vs-llada2-2-flash)
- [MAI-Thinking-1 vs Claude Fable 5.1](/compare/claude-fable-5-1-vs-mai-thinking-1)

## Explore More

- [LLaDA2.2-flash profile](/models/llada2-2-flash)
- [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)