# Step 3.7 Flash vs Wispr Canto

> Side-by-side benchmark comparison for Step 3.7 Flash and Wispr Canto across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/step-3-7-flash-vs-wispr-canto
- Last updated: September 18, 2026

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

## Quick Verdict

No benchmark verdict yet: there is no shared sourced benchmark row for Step 3.7 Flash and Wispr Canto.

## Summary

- Step 3.7 Flash and Wispr Canto 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 | Step 3.7 Flash | Wispr Canto |
|----------|----------|----------|
| Creator | StepFun | Wispr |
| Type | Open Weight | Proprietary |
| Reasoning | Reasoning | Non-Reasoning |
| Context | 256K | N/A |
| Independent public score (not head-to-head) | 49.78 | null |
| Benchmarks Covered | 11 | 0 |
| Pricing (input/output) | $0.20 / $1.15 | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Step 3.7 Flash public-lane score: 48.7 (Estimated · #66/154)
- Wispr Canto public-lane score: Coming soon

| Benchmark | Step 3.7 Flash | Wispr Canto | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 59.5% | Coming soon | Coming soon |
| BrowseComp | 75.8% | Coming soon | Coming soon |
| DeepSearchQA | 92.8% | Coming soon | Coming soon |
| Toolathlon | 49.5% | Coming soon | Coming soon |
| Claw-Eval | 67.1% | Coming soon | Coming soon |
| HLE w/ tools | 47.2% | Coming soon | Coming soon |
| Gert Labs | 51.57% | Coming soon | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Step 3.7 Flash public-lane score: 47.4 (Estimated · #77/154)
- Wispr Canto public-lane score: Coming soon

| Benchmark | Step 3.7 Flash | Wispr Canto | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Pro | 56.3% | Coming soon | Coming soon |
| Terminal-Bench 2.0 | 59.5% | Coming soon | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- Step 3.7 Flash public-lane score: 71 (Unranked · 3 rankable rows)
- Wispr Canto public-lane score: Coming soon

| Benchmark | Step 3.7 Flash | Wispr Canto | Winner |
|-----------|-----------|-----------|--------|
| SimpleVQA | 79.2% | Coming soon | Coming soon |
| V* | 95.3% | Coming soon | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Step 3.7 Flash public-lane score: 71.7 (Unranked · 2 rankable rows)
- Wispr Canto public-lane score: Coming soon

### Knowledge

- Winner: Insufficient shared evidence
- Step 3.7 Flash public-lane score: 48.6 (Estimated · #94/184)
- Wispr Canto public-lane score: Coming soon

### Instruction Following

- Winner: Insufficient shared evidence
- Step 3.7 Flash public-lane score: 80.6 (#53/124)
- Wispr Canto public-lane score: Coming soon

## FAQ

### Can I compare Step 3.7 Flash and Wispr Canto 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

- [Step 3.7 Flash vs Claude Fable 5.1](/compare/claude-fable-5-1-vs-step-3-7-flash)
- [Wispr Canto vs Claude Fable 5.1](/compare/claude-fable-5-1-vs-wispr-canto)
- [Step 3.7 Flash vs GPT-6 Astra](/compare/gpt-6-astra-vs-step-3-7-flash)
- [Wispr Canto vs GPT-6 Astra](/compare/gpt-6-astra-vs-wispr-canto)

## Explore More

- [Step 3.7 Flash profile](/models/step-3-7-flash)
- [Wispr Canto profile](/models/wispr-canto)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)