# GPT-4o mini vs Inkling

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

- Canonical page: https://benchlm.ai/compare/gpt-4o-mini-vs-inkling
- Last updated: September 4, 2026

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

## Quick Verdict

No benchmark verdict yet: there is no shared sourced benchmark row for GPT-4o mini and Inkling.

## Summary

- GPT-4o mini and Inkling 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-4o mini | Inkling |
|----------|----------|----------|
| Creator | OpenAI | Thinking Machines Lab |
| Type | Proprietary | Open Weight |
| Reasoning | Non-Reasoning | Hybrid |
| Context | 128K | 1M |
| Independent public score (not head-to-head) | 34.21 | 62.78 |
| Benchmarks Covered | 0 | 21 |
| Pricing (input/output) | $0.15 / $0.60 | $1.87 / $4.68 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- GPT-4o mini public-lane score: 32.1 (Estimated · #135/151)
- Inkling public-lane score: 40.7 (Supported · #119/151)

| Benchmark | GPT-4o mini | Inkling | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | Coming soon | 63.8% | Coming soon |
| BrowseComp | Coming soon | 77.1% | Coming soon |
| MCP Atlas | Coming soon | 74.1% | Coming soon |
| Terminal-Bench 2.1 (Vals) | Coming soon | 47.6% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- GPT-4o mini public-lane score: 32.6 (Estimated · #162/183)
- Inkling public-lane score: 41.4 (Supported · #132/183)

| Benchmark | GPT-4o mini | Inkling | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | Coming soon | 77.6% | Coming soon |
| SWE-bench Pro | Coming soon | 54.3% | Coming soon |
| Terminal-Bench 2.0 | Coming soon | 63.8% | Coming soon |
| FrontierSWE v2 | Coming soon | 4.1% | Coming soon |
| LiveCodeBench (Vals) | Coming soon | 85.5% | Coming soon |
| SWE-bench (Vals) | Coming soon | 77.6% | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- GPT-4o mini public-lane score: 25.3 (Unranked · 1 rankable row)
- Inkling public-lane score: 49 (#38/48)

| Benchmark | GPT-4o mini | Inkling | Winner |
|-----------|-----------|-----------|--------|
| MMMU-Pro | Coming soon | 73.5% | Coming soon |
| CharXiv | Coming soon | 82% | Coming soon |
| CharXiv w/o tools | Coming soon | 78.1% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- GPT-4o mini public-lane score: Coming soon
- Inkling public-lane score: 73.7 (Unranked · 2 rankable rows)

### Knowledge

- Winner: Insufficient shared evidence
- GPT-4o mini public-lane score: 31.9 (Estimated · #173/181)
- Inkling public-lane score: 58.4 (Supported · #45/181)

| Benchmark | GPT-4o mini | Inkling | Winner |
|-----------|-----------|-----------|--------|
| GPQA | Coming soon | 87.9% | Coming soon |
| GPQA-D | Coming soon | 87.9% | Coming soon |
| HLE | Coming soon | 46% | Coming soon |
| HLE w/o tools | Coming soon | 30% | Coming soon |
| GPQA Diamond (Vals) | Coming soon | 87.1% | Coming soon |
| MMLU-Pro (Vals) | Coming soon | 86.3% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- GPT-4o mini public-lane score: 34.7 (#110/120)
- Inkling public-lane score: 85.2 (#43/120)

| Benchmark | GPT-4o mini | Inkling | Winner |
|-----------|-----------|-----------|--------|
| IFBench | Coming soon | 79.8% | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- GPT-4o mini public-lane score: Coming soon
- Inkling public-lane score: 78.9 (Unranked · 1 rankable row)

| Benchmark | GPT-4o mini | Inkling | Winner |
|-----------|-----------|-----------|--------|
| AIME26 | Coming soon | 97.1% | Coming soon |

## FAQ

### Can I compare GPT-4o mini and Inkling 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-4o mini vs GPT-4o](/compare/gpt-4o-vs-gpt-4o-mini)
- [Inkling vs GPT-4o](/compare/gpt-4o-vs-inkling)
- [GPT-4o mini vs Inkling-Small](/compare/gpt-4o-mini-vs-inkling-small)
- [Inkling vs Inkling-Small](/compare/inkling-vs-inkling-small)

## Explore More

- [GPT-4o mini profile](/models/gpt-4o-mini)
- [Inkling profile](/models/inkling)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)