# SWE-2 vs Ultramarine 1 Flash

> Side-by-side benchmark comparison for SWE-2 and Ultramarine 1 Flash across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/swe-2-vs-ultramarine-1-flash
- Last updated: October 15, 2026

- Shared sourced benchmarks: 3
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Evidence is too thin for a benchmark verdict: SWE-2 and Ultramarine 1 Flash share only 3 sourced benchmark rows.

## Summary

- Only 3 shared sourced benchmark rows are available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.
- SWE-2 has the lower published output-token price.
- SWE-2 has the larger published context window at 1M.

## Model Snapshot

| Property | SWE-2 | Ultramarine 1 Flash |
|----------|----------|----------|
| Creator | Cognition | Paper Instruments |
| Type | Proprietary | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 1M | Not disclosed |
| Independent public score (not head-to-head) | null | null |
| Benchmarks Covered | 5 | 5 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | $0.15 / $0.50 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- SWE-2 public-lane score: Coming soon
- Ultramarine 1 Flash public-lane score: Coming soon

| Benchmark | SWE-2 | Ultramarine 1 Flash | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | 92.8% | 83.2% | SWE-2 |
| Terminal-Bench 4.0 | 27.30% | Coming soon | Coming soon |
| JobBench | Coming soon | 62.9% | Coming soon |
| AutomationBench | Coming soon | 50.2% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- SWE-2 public-lane score: Coming soon
- Ultramarine 1 Flash public-lane score: Coming soon

| Benchmark | SWE-2 | Ultramarine 1 Flash | Winner |
|-----------|-----------|-----------|--------|
| FrontierCode 1.1 Main | 50.0% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | 92.8% | 83.2% | SWE-2 |
| DeepSWE | 73.0% | 61.5% | SWE-2 |

## FAQ

### Is there enough evidence to pick between SWE-2 and Ultramarine 1 Flash?

Not yet. The models share only 3 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

- [SWE-2 vs SWE-1.7](/compare/swe-1-7-vs-swe-2)
- [Ultramarine 1 Flash vs SWE-1.7](/compare/swe-1-7-vs-ultramarine-1-flash)
- [SWE-2 vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-swe-2)
- [Ultramarine 1 Flash vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-ultramarine-1-flash)

## Explore More

- [SWE-2 profile](/models/swe-2)
- [Ultramarine 1 Flash profile](/models/ultramarine-1-flash)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)