# Interfaze Beta vs MAI-Thinking-1

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

- Canonical page: https://benchlm.ai/compare/interfaze-beta-vs-mai-thinking-1
- Last updated: September 4, 2026

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

## Quick Verdict

Evidence is too thin for a benchmark verdict: Interfaze Beta 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.
- Interfaze Beta has the larger published context window at 1M.

## Model Snapshot

| Property | Interfaze Beta | MAI-Thinking-1 |
|----------|----------|----------|
| Creator | Interfaze | Microsoft |
| Type | Proprietary | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 1M | 256K |
| Independent public score (not head-to-head) | null | 52.27 |
| Benchmarks Covered | 9 | 14 |
| Pricing (input/output) | $1.50 / $3.50 | N/A |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Interfaze Beta public-lane score: Coming soon
- MAI-Thinking-1 public-lane score: 51.7 (Estimated · #53/151)

| Benchmark | Interfaze Beta | MAI-Thinking-1 | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | Coming soon | 46% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Interfaze Beta public-lane score: Coming soon
- MAI-Thinking-1 public-lane score: 51.8 (Estimated · #60/183)

| Benchmark | Interfaze Beta | MAI-Thinking-1 | Winner |
|-----------|-----------|-----------|--------|
| Spider 2.0-Lite | 52.9% | 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 |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- Interfaze Beta public-lane score: 27.5 (Unranked · 5 rankable rows)
- MAI-Thinking-1 public-lane score: Coming soon

| Benchmark | Interfaze Beta | MAI-Thinking-1 | Winner |
|-----------|-----------|-----------|--------|
| OCRBench V2 | 70.7% | Coming soon | Coming soon |
| olmOCR | 85.7% | Coming soon | Coming soon |
| RefCOCO (avg) | 82.1% | Coming soon | Coming soon |
| MMMU-Pro | 71.1% | Coming soon | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Interfaze Beta public-lane score: Coming soon
- MAI-Thinking-1 public-lane score: Coming soon

| Benchmark | Interfaze Beta | MAI-Thinking-1 | Winner |
|-----------|-----------|-----------|--------|
| Graphwalks BFS 128K | Coming soon | 90% | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Interfaze Beta public-lane score: 51.1 (Estimated · #85/181)
- MAI-Thinking-1 public-lane score: 53.3 (Estimated · #68/181)

| Benchmark | Interfaze Beta | MAI-Thinking-1 | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 89.9% | 84.2% | Interfaze Beta |
| GPQA-D | 89.9% | 84.2% | Interfaze Beta |
| MMMLU | 90.9% | Coming soon | Coming soon |
| MMLU-Pro | Coming soon | 85% | Coming soon |
| SimpleQA | Coming soon | 31% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- Interfaze Beta public-lane score: Coming soon
- MAI-Thinking-1 public-lane score: 94.7 (#1/120)

| Benchmark | Interfaze Beta | MAI-Thinking-1 | Winner |
|-----------|-----------|-----------|--------|
| SOB Value Acc | 79.5% | Coming soon | Coming soon |
| IFBench | Coming soon | 85% | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- Interfaze Beta public-lane score: Coming soon
- MAI-Thinking-1 public-lane score: 73.4 (Unranked · 3 rankable rows)

| Benchmark | Interfaze Beta | 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 Interfaze Beta 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

- [Interfaze Beta vs Claude Fable 5.1](/compare/claude-fable-5-1-vs-interfaze-beta)
- [MAI-Thinking-1 vs Claude Fable 5.1](/compare/claude-fable-5-1-vs-mai-thinking-1)
- [Interfaze Beta vs GPT-6 Astra](/compare/gpt-6-astra-vs-interfaze-beta)
- [MAI-Thinking-1 vs GPT-6 Astra](/compare/gpt-6-astra-vs-mai-thinking-1)

## Explore More

- [Interfaze Beta profile](/models/interfaze-beta)
- [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)