# Gemini 3.1 Flash-Lite vs Ornith-1.0-397B

> Side-by-side benchmark comparison for Gemini 3.1 Flash-Lite and Ornith-1.0-397B across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/gemini-3-1-flash-lite-vs-ornith-1-0-397b
- Last updated: September 27, 2026

- Shared sourced benchmarks: 0
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.7

## Quick Verdict

No benchmark verdict yet: there is no shared sourced benchmark row for Gemini 3.1 Flash-Lite and Ornith-1.0-397B.

## Summary

- Gemini 3.1 Flash-Lite and Ornith-1.0-397B 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 | Gemini 3.1 Flash-Lite | Ornith-1.0-397B |
|----------|----------|----------|
| Creator | Google | DeepReinforce AI |
| Type | Proprietary | Open Weight |
| Reasoning | Non-Reasoning | Reasoning |
| Context | 1M | 256K |
| Independent public score (not head-to-head) | 48.51 | null |
| Benchmarks Covered | 8 | 7 |
| Pricing (input/output) | $0.25 / $1.50 | $0.00 / $0.00 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Gemini 3.1 Flash-Lite public-lane score: 28.8 (Estimated · #70/105)
- Ornith-1.0-397B public-lane score: Coming soon

| Benchmark | Gemini 3.1 Flash-Lite | Ornith-1.0-397B | Winner |
|-----------|-----------|-----------|--------|
| Gert Labs | 38.46% | Coming soon | Coming soon |
| Terminal-Bench 2.1 (Vals) | 34.1% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 77.5% | Coming soon |
| Claw-Eval | Coming soon | 77.1% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Gemini 3.1 Flash-Lite public-lane score: 27.3 (Estimated · #93/135)
- Ornith-1.0-397B public-lane score: Coming soon

| Benchmark | Gemini 3.1 Flash-Lite | Ornith-1.0-397B | Winner |
|-----------|-----------|-----------|--------|
| Vibe Code Bench | 0.00% | Coming soon | Coming soon |
| LiveCodeBench (Vals) | 80.1% | Coming soon | Coming soon |
| SWE-bench (Vals) | 62.8% | Coming soon | Coming soon |
| SWE-bench Verified | Coming soon | 82.4% | Coming soon |
| SWE-bench Pro | Coming soon | 62.2% | Coming soon |
| SWE Multilingual | Coming soon | 78.9% | Coming soon |
| NL2Repo | Coming soon | 48.2% | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 77.5% | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- Gemini 3.1 Flash-Lite public-lane score: 37.4 (Unranked · 1 rankable row)
- Ornith-1.0-397B public-lane score: Coming soon

| Benchmark | Gemini 3.1 Flash-Lite | Ornith-1.0-397B | Winner |
|-----------|-----------|-----------|--------|
| CharXiv | 73.2% | Coming soon | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Gemini 3.1 Flash-Lite public-lane score: 47.4 (Estimated · #66/158)
- Ornith-1.0-397B public-lane score: Coming soon

| Benchmark | Gemini 3.1 Flash-Lite | Ornith-1.0-397B | Winner |
|-----------|-----------|-----------|--------|
| GPQA Diamond (Vals) | 81.1% | Coming soon | Coming soon |
| MMLU-Pro (Vals) | 86.2% | Coming soon | Coming soon |

## FAQ

### Can I compare Gemini 3.1 Flash-Lite and Ornith-1.0-397B 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

- [Gemini 3.1 Flash-Lite vs Ornith-1.0-35B](/compare/gemini-3-1-flash-lite-vs-ornith-1-0-35b)
- [Ornith-1.0-397B vs Ornith-1.0-35B](/compare/ornith-1-0-35b-vs-ornith-1-0-397b)
- [Gemini 3.1 Flash-Lite vs Ornith-1.0-9B](/compare/gemini-3-1-flash-lite-vs-ornith-1-0-9b)
- [Ornith-1.0-397B vs Ornith-1.0-9B](/compare/ornith-1-0-397b-vs-ornith-1-0-9b)

## Explore More

- [Gemini 3.1 Flash-Lite profile](/models/gemini-3-1-flash-lite)
- [Ornith-1.0-397B profile](/models/ornith-1-0-397b)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)