# Canary 180M Flash vs GPT-5.1

> Side-by-side benchmark comparison for Canary 180M Flash and GPT-5.1 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/canary-180m-flash-vs-gpt-5-1
- 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-5.1.

## Summary

- Canary 180M Flash and GPT-5.1 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-5.1 |
|----------|----------|----------|
| Creator | NVIDIA | OpenAI |
| Type | Open Weight | Proprietary |
| Reasoning | Non-Reasoning | Reasoning |
| Context | N/A | 200K |
| Independent public score (not head-to-head) | null | 58.14 |
| Benchmarks Covered | 0 | 4 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | $1.25 / $10.00 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Canary 180M Flash public-lane score: Coming soon
- GPT-5.1 public-lane score: Coming soon

| Benchmark | Canary 180M Flash | GPT-5.1 | Winner |
|-----------|-----------|-----------|--------|
| Gert Labs | Coming soon | 41.24% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Canary 180M Flash public-lane score: Coming soon
- GPT-5.1 public-lane score: 38.9 (Supported · #67/144)

| Benchmark | Canary 180M Flash | GPT-5.1 | Winner |
|-----------|-----------|-----------|--------|
| Vibe Code Bench | Coming soon | 24.61% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Canary 180M Flash public-lane score: Coming soon
- GPT-5.1 public-lane score: 77.3 (Unranked · 2 rankable rows)

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- Canary 180M Flash public-lane score: Coming soon
- GPT-5.1 public-lane score: 72.3 (Unranked · 1 rankable row)

### Knowledge

- Winner: Insufficient shared evidence
- Canary 180M Flash public-lane score: Coming soon
- GPT-5.1 public-lane score: 52.2 (Estimated · #60/170)

### Instruction Following

- Winner: Insufficient shared evidence
- Canary 180M Flash public-lane score: Coming soon
- GPT-5.1 public-lane score: 87.9 (#27/124)

### Mathematics

- Winner: Insufficient shared evidence
- Canary 180M Flash public-lane score: Coming soon
- GPT-5.1 public-lane score: 49 (Unranked · 2 rankable rows)

| Benchmark | Canary 180M Flash | GPT-5.1 | Winner |
|-----------|-----------|-----------|--------|
| FrontierMath v2 (Tiers 1-3) | Coming soon | 31.034% | Coming soon |
| FrontierMath v2 (Tier 4) | Coming soon | 12.500% | Coming soon |

## FAQ

### Can I compare Canary 180M Flash and GPT-5.1 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-5.1 vs GPT-6 Astra](/compare/gpt-5-1-vs-gpt-6-astra)
- [Canary 180M Flash vs Claude Opus 5.5](/compare/canary-180m-flash-vs-claude-opus-5-5)
- [GPT-5.1 vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-gpt-5-1)

## Explore More

- [Canary 180M Flash profile](/models/canary-180m-flash)
- [GPT-5.1 profile](/models/gpt-5-1)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)