# Canary 180M Flash vs Claude 4 Opus Thinking

> Side-by-side benchmark comparison for Canary 180M Flash and Claude 4 Opus Thinking across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/canary-180m-flash-vs-claude-4-opus-thinking
- Last updated: October 14, 2026

- Shared sourced benchmarks: 0
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

No benchmark verdict yet: there is no shared sourced benchmark row for Canary 180M Flash and Claude 4 Opus Thinking.

## Summary

- Canary 180M Flash and Claude 4 Opus Thinking 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 | Claude 4 Opus Thinking |
|----------|----------|----------|
| Creator | NVIDIA | Anthropic |
| Type | Open Weight | Proprietary |
| Reasoning | Non-Reasoning | Reasoning |
| Context | N/A | 200K |
| Independent public score (not head-to-head) | null | null |
| Benchmarks Covered | 0 | 4 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | N/A |

## Category Breakdown

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- Canary 180M Flash public-lane score: Coming soon
- Claude 4 Opus Thinking public-lane score: Coming soon

| Benchmark | Canary 180M Flash | Claude 4 Opus Thinking | Winner |
|-----------|-----------|-----------|--------|
| MMMU | Coming soon | 76.5% | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Canary 180M Flash public-lane score: Coming soon
- Claude 4 Opus Thinking public-lane score: Coming soon

| Benchmark | Canary 180M Flash | Claude 4 Opus Thinking | Winner |
|-----------|-----------|-----------|--------|
| GPQA | Coming soon | 79.6% | Coming soon |
| MMMLU | Coming soon | 88.8% | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- Canary 180M Flash public-lane score: Coming soon
- Claude 4 Opus Thinking public-lane score: Coming soon

| Benchmark | Canary 180M Flash | Claude 4 Opus Thinking | Winner |
|-----------|-----------|-----------|--------|
| AIME 2025 | Coming soon | 75.5% | Coming soon |

## FAQ

### Can I compare Canary 180M Flash and Claude 4 Opus Thinking 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 Claude 4 Opus](/compare/canary-180m-flash-vs-claude-4-opus)
- [Claude 4 Opus Thinking vs Claude 4 Opus](/compare/claude-4-opus-vs-claude-4-opus-thinking)
- [Canary 180M Flash vs Claude Opus 5.5](/compare/canary-180m-flash-vs-claude-opus-5-5)
- [Claude 4 Opus Thinking vs Claude Opus 5.5](/compare/claude-4-opus-thinking-vs-claude-opus-5-5)

## Explore More

- [Canary 180M Flash profile](/models/canary-180m-flash)
- [Claude 4 Opus Thinking profile](/models/claude-4-opus-thinking)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)