# Embed 5 Fast vs Holo3.1-4B

> Side-by-side benchmark comparison for Embed 5 Fast and Holo3.1-4B across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/cohere-embed-5-fast-vs-holo3-1-4b
- Last updated: October 1, 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 Embed 5 Fast and Holo3.1-4B.

## Summary

- Embed 5 Fast and Holo3.1-4B 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 | Embed 5 Fast | Holo3.1-4B |
|----------|----------|----------|
| Creator | Cohere | H Company |
| Type | Proprietary | Open Weight |
| Reasoning | Non-Reasoning | Non-Reasoning |
| Context | 128K | 262K |
| Independent public score (not head-to-head) | null | null |
| Benchmarks Covered | 0 | 1 |
| Pricing (input/output) | $0.08 / Pricing unavailable | $0.00 / $0.00 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Embed 5 Fast public-lane score: Coming soon
- Holo3.1-4B public-lane score: Coming soon

| Benchmark | Embed 5 Fast | Holo3.1-4B | Winner |
|-----------|-----------|-----------|--------|
| AndroidWorld | Coming soon | 71.0% | Coming soon |

## FAQ

### Can I compare Embed 5 Fast and Holo3.1-4B 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

- [Embed 5 Fast vs Embed 5 Pro](/compare/cohere-embed-5-fast-vs-cohere-embed-5-pro)
- [Holo3.1-4B vs Embed 5 Pro](/compare/cohere-embed-5-pro-vs-holo3-1-4b)
- [Embed 5 Fast vs Holo3.1-35B-A3B](/compare/cohere-embed-5-fast-vs-holo3-1-35b-a3b)
- [Holo3.1-4B vs Holo3.1-35B-A3B](/compare/holo3-1-35b-a3b-vs-holo3-1-4b)

## Explore More

- [Embed 5 Fast profile](/models/cohere-embed-5-fast)
- [Holo3.1-4B profile](/models/holo3-1-4b)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)