# Apodex 1.1 vs Inkling

> Side-by-side benchmark comparison for Apodex 1.1 and Inkling across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/apodex-1-1-vs-inkling
- Last updated: October 9, 2026

- Shared sourced benchmarks: 4
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Inkling leads by point estimate. Conditional score ranges do not establish rank confidence. Choose using the category evidence and your own workload tests.

## Summary

- Inkling has the higher overall point estimate 53.21 to 50.64. Conditional score ranges do not establish rank confidence.
- The clearest category separation is in multimodal & grounded, where the averages are 77.7 for Apodex 1.1 and 49.6 for Inkling.
- The biggest single benchmark swing is HLE in Knowledge, with scores of 56.1% and 46%.
- Apodex 1.1 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 | Apodex 1.1 | Inkling |
|----------|----------|----------|
| Creator | Apodex | Thinking Machines Lab |
| Type | Proprietary | Open Weight |
| Reasoning | Reasoning | Hybrid |
| Context | N/A | 1M |
| Overall Score | 50.64 | 53.21 |
| Benchmarks Covered | 10 | 22 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | $1.87 / $4.68 |

## Category Breakdown

### Agentic

- Winner: Directional only
- Apodex 1.1 public-lane score: 45.4 (Estimated · #52/122)
- Inkling public-lane score: 36.6 (Supported · #69/122)

| Benchmark | Apodex 1.1 | Inkling | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | 70.8% | 63.8% | Apodex 1.1 |
| HLE w/ tools | 56.1% | Coming soon | Coming soon |
| APEX-Agents | 38.5% | Coming soon | Coming soon |
| DeepSearchQA | 92.4% | Coming soon | 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 |
| CWE-bench v1 | Coming soon | 37.0% | Coming soon |

### Coding

- Winner: Directional only
- Apodex 1.1 public-lane score: 42.7 (Estimated · #59/146)
- Inkling public-lane score: 35.3 (Supported · #76/146)

| Benchmark | Apodex 1.1 | Inkling | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | 70.8% | 63.8% | Apodex 1.1 |
| SWE-bench Verified | 77.7% | 77.6% | Apodex 1.1 |
| SWE-bench Pro | Coming soon | 54.3% | 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 |

### Reasoning

- Winner: Not comparable
- Apodex 1.1 public-lane score: 76.8 (Unranked · 2 rankable rows)
- Inkling public-lane score: 75.5 (#13/28)

### Multimodal & Grounded

- Winner: Not comparable
- Apodex 1.1 public-lane score: 77.7 (Unranked · 1 rankable row)
- Inkling public-lane score: 49.6 (#40/49)

| Benchmark | Apodex 1.1 | 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: Inkling
- Apodex 1.1 public-lane score: 53.5 (Supported · #59/174)
- Inkling public-lane score: 54.1 (Supported · #52/174)

| Benchmark | Apodex 1.1 | Inkling | Winner |
|-----------|-----------|-----------|--------|
| HLE | 56.1% | 46% | Apodex 1.1 |
| FrontierScience Research | 63.3% | Coming soon | Coming soon |
| BioMysteryBench (human-difficult) | 35.3% | Coming soon | Coming soon |
| GPQA | Coming soon | 87.9% | Coming soon |
| GPQA-D | Coming soon | 87.9% | 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: Not comparable
- Apodex 1.1 public-lane score: Coming soon
- Inkling public-lane score: 83.2 (#44/125)

| Benchmark | Apodex 1.1 | Inkling | Winner |
|-----------|-----------|-----------|--------|
| IFBench | Coming soon | 79.8% | Coming soon |

### Mathematics

- Winner: Not comparable
- Apodex 1.1 public-lane score: Coming soon
- Inkling public-lane score: 78.5 (Unranked · 1 rankable row)

| Benchmark | Apodex 1.1 | Inkling | Winner |
|-----------|-----------|-----------|--------|
| IMO 2026 | 31/42 | Coming soon | Coming soon |
| AIME26 | Coming soon | 97.1% | Coming soon |

## FAQ

### Which is better overall, Apodex 1.1 or Inkling?

Inkling has the higher overall point estimate. Conditional score ranges do not establish rank confidence.

### Where is the biggest gap between Apodex 1.1 and Inkling?

The widest category gap is in multimodal & grounded, where the averages are 77.7 for Apodex 1.1 and 49.6 for Inkling.

### How many benchmarks does Apodex 1.1 cover on BenchLM?

Apodex 1.1 currently has 10 sourced benchmark scores on BenchLM.

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

Inkling currently has 22 sourced benchmark scores on BenchLM.

## Related Comparisons

- [Apodex 1.1 vs Apodex 1.1 Mini](/compare/apodex-1-1-vs-apodex-1-1-mini)
- [Inkling vs Apodex 1.1 Mini](/compare/apodex-1-1-mini-vs-inkling)
- [Apodex 1.1 vs Inkling-Small](/compare/apodex-1-1-vs-inkling-small)
- [Inkling vs Inkling-Small](/compare/inkling-vs-inkling-small)

## Explore More

- [Apodex 1.1 profile](/models/apodex-1-1)
- [Inkling profile](/models/inkling)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)