# Canary 180M Flash vs GPT-6.1 Sol

> Side-by-side benchmark comparison for Canary 180M Flash and GPT-6.1 Sol across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/canary-180m-flash-vs-gpt-6-1-sol
- Last updated: September 30, 2026

- Shared sourced benchmarks: 0
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.7

## Quick Verdict

No benchmark verdict yet: there is no shared sourced benchmark row for Canary 180M Flash and GPT-6.1 Sol.

## Summary

- Canary 180M Flash and GPT-6.1 Sol 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 | Canary 180M Flash | GPT-6.1 Sol |
|----------|----------|----------|
| Creator | NVIDIA | OpenAI |
| Type | Open Weight | Proprietary |
| Reasoning | Non-Reasoning | Reasoning |
| Context | N/A | 1.05M |
| Independent public score (not head-to-head) | null | 66.47 |
| Benchmarks Covered | 0 | 9 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | $2.00 / $10.00 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Canary 180M Flash public-lane score: Coming soon
- GPT-6.1 Sol public-lane score: 55.6 (Estimated · #33/119)

| Benchmark | Canary 180M Flash | GPT-6.1 Sol | Winner |
|-----------|-----------|-----------|--------|
| AutomationBench | Coming soon | 36.1% | Coming soon |
| Terminal-Bench-Science 0.1 | Coming soon | 57.0% | Coming soon |
| ExploitGym | Coming soon | 35.1% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Canary 180M Flash public-lane score: Coming soon
- GPT-6.1 Sol public-lane score: 55.4 (Supported · #30/144)

| Benchmark | Canary 180M Flash | GPT-6.1 Sol | Winner |
|-----------|-----------|-----------|--------|
| DeepSWE | Coming soon | 71.9% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Canary 180M Flash public-lane score: Coming soon
- GPT-6.1 Sol public-lane score: 79.4 (#6/27)

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- Canary 180M Flash public-lane score: Coming soon
- GPT-6.1 Sol public-lane score: 83.9 (Unranked · 1 rankable row)

### Knowledge

- Winner: Insufficient shared evidence
- Canary 180M Flash public-lane score: Coming soon
- GPT-6.1 Sol public-lane score: 76.1 (Supported · #9/170)

| Benchmark | Canary 180M Flash | GPT-6.1 Sol | Winner |
|-----------|-----------|-----------|--------|
| HealthBench (raw) | Coming soon | 56.7% | Coming soon |
| HealthBench (length-adjusted) | Coming soon | 58.5% | Coming soon |
| HealthBench Professional | Coming soon | 64.2% | Coming soon |
| HealthBench Professional (raw) | Coming soon | 67.2% | Coming soon |
| HealthBench Hard | Coming soon | 36.2% | Coming soon |

## FAQ

### Can I compare Canary 180M Flash and GPT-6.1 Sol 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

- [Canary 180M Flash vs GPT-6 Astra](/compare/canary-180m-flash-vs-gpt-6-astra)
- [GPT-6.1 Sol vs GPT-6 Astra](/compare/gpt-6-1-sol-vs-gpt-6-astra)
- [Canary 180M Flash vs GPT-6 Sol](/compare/canary-180m-flash-vs-gpt-6-sol)
- [GPT-6.1 Sol vs GPT-6 Sol](/compare/gpt-6-1-sol-vs-gpt-6-sol)

## Explore More

- [Canary 180M Flash profile](/models/canary-180m-flash)
- [GPT-6.1 Sol profile](/models/gpt-6-1-sol)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)