# Interfaze Beta vs LFM2.5-VL-450M

> Side-by-side benchmark comparison for Interfaze Beta and LFM2.5-VL-450M across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/interfaze-beta-vs-lfm2-5-vl-450m
- Last updated: September 24, 2026

- Shared sourced benchmarks: 1
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.7

## Quick Verdict

Evidence is too thin for a benchmark verdict: Interfaze Beta and LFM2.5-VL-450M 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.
- LFM2.5-VL-450M has the lower published output-token price.
- Interfaze Beta has the larger published context window at 1M.

## Model Snapshot

| Property | Interfaze Beta | LFM2.5-VL-450M |
|----------|----------|----------|
| Creator | Interfaze | LiquidAI |
| Type | Proprietary | Open Weight |
| Reasoning | Reasoning | Non-Reasoning |
| Context | 1M | 128K |
| Independent public score (not head-to-head) | null | null |
| Benchmarks Covered | 9 | 7 |
| Pricing (input/output) | $1.50 / $3.50 | $0.00 / $0.00 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Interfaze Beta public-lane score: Coming soon
- LFM2.5-VL-450M public-lane score: Coming soon

| Benchmark | Interfaze Beta | LFM2.5-VL-450M | Winner |
|-----------|-----------|-----------|--------|
| BFCL v4 | Coming soon | 21.1% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Interfaze Beta public-lane score: Coming soon
- LFM2.5-VL-450M public-lane score: Coming soon

| Benchmark | Interfaze Beta | LFM2.5-VL-450M | Winner |
|-----------|-----------|-----------|--------|
| Spider 2.0-Lite | 52.9% | Coming soon | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- Interfaze Beta public-lane score: 27.6 (Unranked · 5 rankable rows)
- LFM2.5-VL-450M public-lane score: Coming soon

| Benchmark | Interfaze Beta | LFM2.5-VL-450M | Winner |
|-----------|-----------|-----------|--------|
| OCRBench V2 | 70.7% | Coming soon | Coming soon |
| olmOCR | 85.7% | Coming soon | Coming soon |
| RefCOCO (avg) | 82.1% | Coming soon | Coming soon |
| MMMU-Pro | 71.1% | Coming soon | Coming soon |
| MMMU | Coming soon | 32.7% | Coming soon |
| RealWorldQA | Coming soon | 58.4% | Coming soon |
| CountBench | Coming soon | 73.3% | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Interfaze Beta public-lane score: Coming soon
- LFM2.5-VL-450M public-lane score: Coming soon

| Benchmark | Interfaze Beta | LFM2.5-VL-450M | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 89.9% | 25.7% | Interfaze Beta |
| GPQA-D | 89.9% | Coming soon | Coming soon |
| MMMLU | 90.9% | Coming soon | Coming soon |
| MMLU-Pro | Coming soon | 19.3% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- Interfaze Beta public-lane score: Coming soon
- LFM2.5-VL-450M public-lane score: Coming soon

| Benchmark | Interfaze Beta | LFM2.5-VL-450M | Winner |
|-----------|-----------|-----------|--------|
| SOB Value Acc | 79.5% | Coming soon | Coming soon |
| IFEval | Coming soon | 61.2% | Coming soon |

## FAQ

### Is there enough evidence to pick between Interfaze Beta and LFM2.5-VL-450M?

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

- [Interfaze Beta vs GPT-6 Astra](/compare/gpt-6-astra-vs-interfaze-beta)
- [LFM2.5-VL-450M vs GPT-6 Astra](/compare/gpt-6-astra-vs-lfm2-5-vl-450m)
- [Interfaze Beta vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-interfaze-beta)
- [LFM2.5-VL-450M vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-lfm2-5-vl-450m)

## Explore More

- [Interfaze Beta profile](/models/interfaze-beta)
- [LFM2.5-VL-450M profile](/models/lfm2-5-vl-450m)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)