# Grok 4.6 vs Inkling

> Side-by-side benchmark comparison for Grok 4.6 and Inkling across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/grok-4-6-vs-inkling
- Last updated: September 25, 2026

- Shared sourced benchmarks: 6
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.7

## Quick Verdict

Pick Grok 4.6 if you want the stronger benchmark profile. Inkling only makes more sense when its price, context window, or workload-specific category wins matter more than the overall score.

## Summary

- Grok 4.6 leads overall 69.19 to 54.17.
- The clearest category separation is in agentic, where the averages are 67.9 for Grok 4.6 and 36.2 for Inkling.
- The biggest single benchmark swing is Terminal-Bench 2.1 (Vals) in Agentic, with scores of 78.3% and 47.6%.
- Inkling is the cheaper option on output tokens, which matters if you expect large responses or heavy interactive use.
- Inkling also has the larger context window at 1M.

## Model Snapshot

| Property | Grok 4.6 | Inkling |
|----------|----------|----------|
| Creator | xAI | Thinking Machines Lab |
| Type | Proprietary | Open Weight |
| Reasoning | Reasoning | Hybrid |
| Context | 500K | 1M |
| Overall Score | 69.19 | 54.17 |
| Benchmarks Covered | 17 | 21 |
| Pricing (input/output) | $2.00 / $6.00 | $1.87 / $4.68 |

## Category Breakdown

### Agentic

- Winner: Grok 4.6
- Grok 4.6 public-lane score: 67.9 (Supported · #8/105)
- Inkling public-lane score: 36.2 (Supported · #51/105)

| Benchmark | Grok 4.6 | Inkling | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 3.0 | 26.5% | Coming soon | Coming soon |
| APEX-Agents | 57.5% | Coming soon | Coming soon |
| Terminal-Bench 2.1 (Vals) | 78.3% | 47.6% | Grok 4.6 |
| ApprenticeBench | 13% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 63.8% | Coming soon |
| BrowseComp | Coming soon | 77.1% | Coming soon |
| MCP Atlas | Coming soon | 74.1% | Coming soon |

### Coding

- Winner: Grok 4.6
- Grok 4.6 public-lane score: 62 (Supported · #14/135)
- Inkling public-lane score: 36.7 (Supported · #66/135)

| Benchmark | Grok 4.6 | Inkling | Winner |
|-----------|-----------|-----------|--------|
| Bug Hunt Bench | 27 fixes | Coming soon | Coming soon |
| DeepSWE | 65.9% | Coming soon | Coming soon |
| cursorBench32 | 70.8% | Coming soon | Coming soon |
| FrontierCode 1.1 Extended | 61.3% | Coming soon | Coming soon |
| VulcanBench v3 | 87.0% | Coming soon | Coming soon |
| FrontierSWE v2 | 25.3% | 4.1% | Grok 4.6 |
| LiveCodeBench (Vals) | 88.2% | 85.5% | Grok 4.6 |
| SWE-bench (Vals) | 95.6% | 77.6% | Grok 4.6 |
| SWE-bench Verified | Coming soon | 77.6% | Coming soon |
| SWE-bench Pro | Coming soon | 54.3% | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 63.8% | Coming soon |

### Reasoning

- Winner: Not comparable
- Grok 4.6 public-lane score: 57.6 (#16/19)
- Inkling public-lane score: 75.2 (Unranked · 2 rankable rows)

| Benchmark | Grok 4.6 | Inkling | Winner |
|-----------|-----------|-----------|--------|
| ARC-AGI-1 | 87.00% | Coming soon | Coming soon |
| ARC-AGI-2 | 67.1% | Coming soon | Coming soon |
| ARC-AGI-3 | 2.1% | Coming soon | Coming soon |

### Multimodal & Grounded

- Winner: Not comparable
- Grok 4.6 public-lane score: Coming soon
- Inkling public-lane score: 47.6 (#41/50)

| Benchmark | Grok 4.6 | 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 |

### Knowledge

- Winner: Grok 4.6
- Grok 4.6 public-lane score: 69 (Supported · #13/158)
- Inkling public-lane score: 53.5 (Supported · #45/158)

| Benchmark | Grok 4.6 | Inkling | Winner |
|-----------|-----------|-----------|--------|
| GPQA Diamond (Vals) | 94.7% | 87.1% | Grok 4.6 |
| MMLU-Pro (Vals) | 89.4% | 86.3% | Grok 4.6 |
| 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 |

### Instruction Following

- Winner: Not comparable
- Grok 4.6 public-lane score: Coming soon
- Inkling public-lane score: 83.9 (#44/124)

| Benchmark | Grok 4.6 | Inkling | Winner |
|-----------|-----------|-----------|--------|
| IFBench | Coming soon | 79.8% | Coming soon |

### Mathematics

- Winner: Not comparable
- Grok 4.6 public-lane score: Coming soon
- Inkling public-lane score: 78.5 (Unranked · 1 rankable row)

| Benchmark | Grok 4.6 | Inkling | Winner |
|-----------|-----------|-----------|--------|
| AIME26 | Coming soon | 97.1% | Coming soon |

## FAQ

### Which is better overall, Grok 4.6 or Inkling?

Grok 4.6 is ahead overall on BenchLM right now.

### Where is the biggest gap between Grok 4.6 and Inkling?

The widest category gap is in agentic, where the averages are 67.9 for Grok 4.6 and 36.2 for Inkling.

### How many benchmarks does Grok 4.6 cover on BenchLM?

Grok 4.6 currently has 17 sourced benchmark scores on BenchLM.

### How many benchmarks does Inkling cover on BenchLM?

Inkling currently has 21 sourced benchmark scores on BenchLM.

## Related Comparisons

- [Grok 4.6 vs Inkling-Small](/compare/grok-4-6-vs-inkling-small)
- [Inkling vs Inkling-Small](/compare/inkling-vs-inkling-small)
- [Grok 4.6 vs GPT-6 Astra](/compare/gpt-6-astra-vs-grok-4-6)
- [Inkling vs GPT-6 Astra](/compare/gpt-6-astra-vs-inkling)

## Explore More

- [Grok 4.6 profile](/models/grok-4-6)
- [Inkling profile](/models/inkling)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)