# GPT-4o mini vs Llama 3.1 8B

> Side-by-side benchmark comparison for GPT-4o mini and Llama 3.1 8B across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/gpt-4o-mini-vs-llama-3-1-8b
- Last updated: October 14, 2026

- Shared sourced benchmarks: 2
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Evidence is too thin for a benchmark verdict: GPT-4o mini and Llama 3.1 8B 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.

## Model Snapshot

| Property | GPT-4o mini | Llama 3.1 8B |
|----------|----------|----------|
| Creator | OpenAI | Meta |
| Type | Proprietary | Open Weight |
| Reasoning | Non-Reasoning | Non-Reasoning |
| Context | 128K | 128K |
| Independent public score (not head-to-head) | 26.7 | null |
| Benchmarks Covered | 2 | 7 |
| Pricing (input/output) | $0.15 / $0.60 | N/A |

## Category Breakdown

### Coding

- Winner: Insufficient shared evidence
- GPT-4o mini public-lane score: 8.1 (Estimated · #148/149)
- Llama 3.1 8B public-lane score: Coming soon

| Benchmark | GPT-4o mini | Llama 3.1 8B | Winner |
|-----------|-----------|-----------|--------|
| HumanEval | 87.2% | 72.6% | GPT-4o mini |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- GPT-4o mini public-lane score: 29.8 (Unranked · 1 rankable row)
- Llama 3.1 8B public-lane score: Coming soon

### Knowledge

- Winner: Insufficient shared evidence
- GPT-4o mini public-lane score: 22 (Estimated · #175/181)
- Llama 3.1 8B public-lane score: Coming soon

| Benchmark | GPT-4o mini | Llama 3.1 8B | Winner |
|-----------|-----------|-----------|--------|
| MMLU | 82% | 73% | GPT-4o mini |
| MMLU-Pro | Coming soon | 48.3% | Coming soon |
| GPQA | Coming soon | 30.4% | Coming soon |

### Multilingual

- Winner: Insufficient shared evidence
- GPT-4o mini public-lane score: Coming soon
- Llama 3.1 8B public-lane score: Coming soon

| Benchmark | GPT-4o mini | Llama 3.1 8B | Winner |
|-----------|-----------|-----------|--------|
| MGSM | Coming soon | 68.9% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- GPT-4o mini public-lane score: 34.7 (#115/128)
- Llama 3.1 8B public-lane score: Coming soon

| Benchmark | GPT-4o mini | Llama 3.1 8B | Winner |
|-----------|-----------|-----------|--------|
| IFEval | Coming soon | 80.4% | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- GPT-4o mini public-lane score: Coming soon
- Llama 3.1 8B public-lane score: Coming soon

| Benchmark | GPT-4o mini | Llama 3.1 8B | Winner |
|-----------|-----------|-----------|--------|
| GSM8K | Coming soon | 84.5% | Coming soon |

## FAQ

### Is there enough evidence to pick between GPT-4o mini and Llama 3.1 8B?

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

- [GPT-4o mini vs GPT-4o](/compare/gpt-4o-vs-gpt-4o-mini)
- [Llama 3.1 8B vs GPT-4o](/compare/gpt-4o-vs-llama-3-1-8b)
- [GPT-4o mini vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-gpt-4o-mini)
- [Llama 3.1 8B vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-llama-3-1-8b)

## Explore More

- [GPT-4o mini profile](/models/gpt-4o-mini)
- [Llama 3.1 8B profile](/models/llama-3-1-8b)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)