# North Micro Vision Instruct vs ZAYA1-VL-8B

> Side-by-side benchmark comparison for North Micro Vision Instruct and ZAYA1-VL-8B across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/north-micro-vision-instruct-vs-zaya1-vl-8b
- Last updated: September 10, 2026

- Shared sourced benchmarks: 1
- HTML indexing: indexable
- Ranking lane: BenchAlign v5

## Quick Verdict

Evidence is too thin for a benchmark verdict: North Micro Vision Instruct and ZAYA1-VL-8B share only 1 sourced benchmark row.

## Summary

- Only 1 shared sourced benchmark row is available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.
- ZAYA1-VL-8B has the larger published context window at 131K.

## Model Snapshot

| Property | North Micro Vision Instruct | ZAYA1-VL-8B |
|----------|----------|----------|
| Creator | Cohere | Zyphra |
| Type | Open Weight | Open Weight |
| Reasoning | Non-Reasoning | Non-Reasoning |
| Context | 128K | 131K |
| Independent public score (not head-to-head) | null | null |
| Benchmarks Covered | 1 | 5 |
| Pricing (input/output) | $0.00 / $0.00 | $0.00 / $0.00 |

## Category Breakdown

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- North Micro Vision Instruct public-lane score: Coming soon
- ZAYA1-VL-8B public-lane score: Coming soon

| Benchmark | North Micro Vision Instruct | ZAYA1-VL-8B | Winner |
|-----------|-----------|-----------|--------|
| RealWorldQA | 62.2% | 65.0% | ZAYA1-VL-8B |
| AI2D_TEST | Coming soon | 87.5% | Coming soon |
| MMMU | Coming soon | 46.0% | Coming soon |
| CountBench | Coming soon | 88.1% | Coming soon |
| RefCOCO (avg) | Coming soon | 84.3% | Coming soon |

## FAQ

### Is there enough evidence to pick between North Micro Vision Instruct and ZAYA1-VL-8B?

Not yet. The models share only 1 sourced benchmark row, 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

- [North Micro Vision Instruct vs ZAYA1-8B](/compare/north-micro-vision-instruct-vs-zaya1-8b)
- [ZAYA1-VL-8B vs ZAYA1-8B](/compare/zaya1-8b-vs-zaya1-vl-8b)
- [North Micro Vision Instruct vs ZAYA1-74B-Preview](/compare/north-micro-vision-instruct-vs-zaya1-74b-preview)
- [ZAYA1-VL-8B vs ZAYA1-74B-Preview](/compare/zaya1-74b-preview-vs-zaya1-vl-8b)

## Explore More

- [North Micro Vision Instruct profile](/models/north-micro-vision-instruct)
- [ZAYA1-VL-8B profile](/models/zaya1-vl-8b)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)