# Atria Dawn Preview vs Pokee-Isaac 28B

> Side-by-side benchmark comparison for Atria Dawn Preview and Pokee-Isaac 28B across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/atria-dawn-preview-vs-pokee-isaac-28b
- Last updated: September 14, 2026

- Shared sourced benchmarks: 4
- HTML indexing: indexable
- Ranking lane: BenchAlign v5

## Quick Verdict

Pick Atria Dawn Preview if you want the stronger benchmark profile. Pokee-Isaac 28B only makes more sense when its price, context window, or workload-specific category wins matter more than the overall score.

## Summary

- Atria Dawn Preview leads overall 63 to 46.
- The clearest category separation is in agentic, where the averages are 57.9 for Atria Dawn Preview and 49.4 for Pokee-Isaac 28B.
- The biggest single benchmark swing is τ³-bench results in Agentic, with scores of 41.2% and 66.2%.
- Atria Dawn Preview is the cheaper option on output tokens, which matters if you expect large responses or heavy interactive use.
- Pokee-Isaac 28B also has the larger context window at 10M.

## Model Snapshot

| Property | Atria Dawn Preview | Pokee-Isaac 28B |
|----------|----------|----------|
| Creator | Shanghai Artificial Intelligence Laboratory | Pokee AI |
| Type | Open Weight | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 256K | 10M |
| Overall Score | null | null |
| Benchmarks Covered | 13 | 7 |
| Pricing (input/output) | $0.00 / $0.00 | $0.15 / $1.00 |

## Category Breakdown

### Agentic

- Winner: Coming soon
- Atria Dawn Preview public-lane score: 57.9 (Estimated · #31/153)
- Pokee-Isaac 28B public-lane score: 49.4 (Estimated · #61/153)

| Benchmark | Atria Dawn Preview | Pokee-Isaac 28B | Winner |
|-----------|-----------|-----------|--------|
| AutomationBench | 53.8% | Coming soon | Coming soon |
| BFCL v4 | 77.0% | 70.9% | Atria Dawn Preview |
| CyberGym | 86.5% | Coming soon | Coming soon |
| DeepSearchQA | 96.0% | Coming soon | Coming soon |
| BrowseComp | 92.5% | Coming soon | Coming soon |
| skillsBench | 66.4% | Coming soon | Coming soon |
| MLE-Bench Lite | 86.2% | Coming soon | Coming soon |
| WideResearch | 81.9% | Coming soon | Coming soon |
| τ³-bench results | 41.2% | 66.2% | Pokee-Isaac 28B |
| Terminal-Bench 2.1 | 78.3% | 65.1% | Atria Dawn Preview |
| JobBench | 50.3% | Coming soon | Coming soon |
| MCP-Atlas claim coverage | Coming soon | 74.6% | Coming soon |
| PinchBench | Coming soon | 95.7% | Coming soon |

### Coding

- Winner: Coming soon
- Atria Dawn Preview public-lane score: 51.6 (Estimated · #51/152)
- Pokee-Isaac 28B public-lane score: Coming soon

| Benchmark | Atria Dawn Preview | Pokee-Isaac 28B | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | 78.3% | 65.1% | Atria Dawn Preview |
| SWE-bench Pro | 59.6% | Coming soon | Coming soon |

### Reasoning

- Winner: Coming soon
- Atria Dawn Preview public-lane score: Coming soon
- Pokee-Isaac 28B public-lane score: 38.6 (Unranked · 1 rankable row)

| Benchmark | Atria Dawn Preview | Pokee-Isaac 28B | Winner |
|-----------|-----------|-----------|--------|
| MRCRv2 | Coming soon | 60.7% | Coming soon |

## FAQ

### Which is better overall, Atria Dawn Preview or Pokee-Isaac 28B?

Atria Dawn Preview is ahead overall on BenchLM right now.

### Where is the biggest gap between Atria Dawn Preview and Pokee-Isaac 28B?

The widest category gap is in agentic, where the averages are 57.9 for Atria Dawn Preview and 49.4 for Pokee-Isaac 28B.

### How many benchmarks does Atria Dawn Preview cover on BenchLM?

Atria Dawn Preview currently has 13 sourced benchmark scores on BenchLM.

### How many benchmarks does Pokee-Isaac 28B cover on BenchLM?

Pokee-Isaac 28B currently has 7 sourced benchmark scores on BenchLM.

## Related Comparisons

- [Atria Dawn Preview vs Claude Fable 5.1](/compare/atria-dawn-preview-vs-claude-fable-5-1)
- [Pokee-Isaac 28B vs Claude Fable 5.1](/compare/claude-fable-5-1-vs-pokee-isaac-28b)
- [Atria Dawn Preview vs GPT-6 Astra](/compare/atria-dawn-preview-vs-gpt-6-astra)
- [Pokee-Isaac 28B vs GPT-6 Astra](/compare/gpt-6-astra-vs-pokee-isaac-28b)

## Explore More

- [Atria Dawn Preview profile](/models/atria-dawn-preview)
- [Pokee-Isaac 28B profile](/models/pokee-isaac-28b)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)