# GPT-5.4 mini vs ScaleDown Classify

> Side-by-side benchmark comparison for GPT-5.4 mini and ScaleDown Classify across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/gpt-5-4-mini-vs-scaledown-classify
- Last updated: October 13, 2026

- Shared sourced benchmarks: 0
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

No benchmark verdict yet: there is no shared sourced benchmark row for GPT-5.4 mini and ScaleDown Classify.

## Summary

- GPT-5.4 mini and ScaleDown Classify 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-5.4 mini | ScaleDown Classify |
|----------|----------|----------|
| Creator | OpenAI | ScaleDown |
| Type | Proprietary | Proprietary |
| Reasoning | Reasoning | Unspecified |
| Context | 400K | 1M |
| Independent public score (not head-to-head) | 53.19 | null |
| Benchmarks Covered | 22 | 0 |
| Pricing (input/output) | $0.75 / $4.50 | $0.05 / $0.00 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- GPT-5.4 mini public-lane score: 34.7 (Supported · #76/123)
- ScaleDown Classify public-lane score: Coming soon

| Benchmark | GPT-5.4 mini | ScaleDown Classify | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 60% | Coming soon | Coming soon |
| OSWorld-Verified | 72.1% | Coming soon | Coming soon |
| MCP Atlas | 57.7% | Coming soon | Coming soon |
| Toolathlon | 42.9% | Coming soon | Coming soon |
| τ²-bench results | 93.4% | Coming soon | Coming soon |
| Terminal-Bench 2.1 (Vals) | 54.7% | Coming soon | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- GPT-5.4 mini public-lane score: 35.8 (Supported · #75/148)
- ScaleDown Classify public-lane score: Coming soon

| Benchmark | GPT-5.4 mini | ScaleDown Classify | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 60.0% | Coming soon | Coming soon |
| Vibe Code Bench | 47.97% | Coming soon | Coming soon |
| FrontierCode 1.1 Main | 27.0% | Coming soon | Coming soon |
| LiveCodeBench (Vals) | 81.5% | Coming soon | Coming soon |
| SWE-bench (Vals) | 73.0% | Coming soon | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- GPT-5.4 mini public-lane score: 43.7 (Unranked · 4 rankable rows)
- ScaleDown Classify public-lane score: Coming soon

| Benchmark | GPT-5.4 mini | ScaleDown Classify | Winner |
|-----------|-----------|-----------|--------|
| ARC-AGI-1 | 63.70% | Coming soon | Coming soon |
| ARC-AGI-2 | 18.9% | Coming soon | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- GPT-5.4 mini public-lane score: 73.8 (#28/54)
- ScaleDown Classify public-lane score: Coming soon

| Benchmark | GPT-5.4 mini | ScaleDown Classify | Winner |
|-----------|-----------|-----------|--------|
| MMMU-Pro | 76.6% | Coming soon | Coming soon |
| MMMU-Pro w/ Python | 78% | Coming soon | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- GPT-5.4 mini public-lane score: 50.9 (Supported · #73/180)
- ScaleDown Classify public-lane score: Coming soon

| Benchmark | GPT-5.4 mini | ScaleDown Classify | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 88% | Coming soon | Coming soon |
| HLE | 41.5% | Coming soon | Coming soon |
| HLE w/o tools | 28.2% | Coming soon | Coming soon |
| GPQA Diamond (Vals) | 83.1% | Coming soon | Coming soon |
| MMLU-Pro (Vals) | 84.6% | Coming soon | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- GPT-5.4 mini public-lane score: 89.9 (#27/127)
- ScaleDown Classify public-lane score: Coming soon

### Mathematics

- Winner: Insufficient shared evidence
- GPT-5.4 mini public-lane score: 55.9 (Unranked · 2 rankable rows)
- ScaleDown Classify public-lane score: Coming soon

| Benchmark | GPT-5.4 mini | ScaleDown Classify | Winner |
|-----------|-----------|-----------|--------|
| FrontierMath v2 (Tiers 1-3) | 51.228% | Coming soon | Coming soon |
| FrontierMath v2 (Tier 4) | 9.756% | Coming soon | Coming soon |

## FAQ

### Can I compare GPT-5.4 mini and ScaleDown Classify 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-5.4 mini vs GPT-5.4 Pro](/compare/gpt-5-4-mini-vs-gpt-5-4-pro)
- [ScaleDown Classify vs GPT-5.4 Pro](/compare/gpt-5-4-pro-vs-scaledown-classify)
- [GPT-5.4 mini vs GPT-5.4](/compare/gpt-5-4-vs-gpt-5-4-mini)
- [ScaleDown Classify vs GPT-5.4](/compare/gpt-5-4-vs-scaledown-classify)

## Explore More

- [GPT-5.4 mini profile](/models/gpt-5-4-mini)
- [ScaleDown Classify profile](/models/scaledown-classify)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)