# Certo v1 vs Claude Opus 4.8

> Side-by-side benchmark comparison for Certo v1 and Claude Opus 4.8 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/certo-vs-claude-opus-4-8
- 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 Certo v1 and Claude Opus 4.8.

## Summary

- Certo v1 and Claude Opus 4.8 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 | Certo v1 | Claude Opus 4.8 |
|----------|----------|----------|
| Creator | AltSlate Labs | Anthropic |
| Type | Open Weight | Proprietary |
| Reasoning | Non-Reasoning | Reasoning |
| Context | null | 1M |
| Independent public score (not head-to-head) | null | 70.8 |
| Benchmarks Covered | 2 | 39 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | $5.00 / $25.00 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Certo v1 public-lane score: Coming soon
- Claude Opus 4.8 public-lane score: 61.6 (Supported · #18/119)

| Benchmark | Certo v1 | Claude Opus 4.8 | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 3.0 | Coming soon | 21.1% | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 74.6% | Coming soon |
| BrowseComp | Coming soon | 84.3% | Coming soon |
| DeepSearchQA | Coming soon | 93.1% | Coming soon |
| OSWorld-Verified | Coming soon | 83.4% | Coming soon |
| Finance Agent v2 | Coming soon | 53.9% | Coming soon |
| MCP Atlas | Coming soon | 82.2% | Coming soon |
| Toolathlon | Coming soon | 59.9% | Coming soon |
| Gert Labs | Coming soon | 72.97% | Coming soon |
| ResearchClawBench | Coming soon | 21.1% | Coming soon |
| OSWorld 2.0 | Coming soon | 20.6% | Coming soon |
| Terminal-Bench 2.1 (Vals) | Coming soon | 71.9% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Certo v1 public-lane score: Coming soon
- Claude Opus 4.8 public-lane score: 62.3 (Supported · #14/144)

| Benchmark | Certo v1 | Claude Opus 4.8 | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | Coming soon | 88.6% | Coming soon |
| SWE-bench Pro | Coming soon | 69.2% | Coming soon |
| SWE Multilingual | Coming soon | 84.4% | Coming soon |
| SWE Multimodal | Coming soon | 38.4% | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 74.6% | Coming soon |
| cursorBench31 | Coming soon | 58.4% | Coming soon |
| CursorBench 3.2 | Coming soon | 62.3% | Coming soon |
| FrontierCode 1.1 Main | Coming soon | 46.5% | Coming soon |
| LiveCodeBench (Vals) | Coming soon | 87.8% | Coming soon |
| SWE-bench (Vals) | Coming soon | 88.6% | Coming soon |
| PostTrainBench v1.1 | Coming soon | 32.9% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Certo v1 public-lane score: Coming soon
- Claude Opus 4.8 public-lane score: 59.1 (#22/27)

| Benchmark | Certo v1 | Claude Opus 4.8 | Winner |
|-----------|-----------|-----------|--------|
| JevBench 1.4 | 0.00 | Coming soon | Coming soon |
| JevBench 1.5 | 0.00 | Coming soon | Coming soon |
| ARC-AGI-2 | Coming soon | 72.1% | Coming soon |
| ARC-AGI-3 | Coming soon | 1.5% | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- Certo v1 public-lane score: Coming soon
- Claude Opus 4.8 public-lane score: 87.7 (#7/49)

| Benchmark | Certo v1 | Claude Opus 4.8 | Winner |
|-----------|-----------|-----------|--------|
| OfficeQA Pro | Coming soon | 66.2% | Coming soon |
| ScreenSpot Pro | Coming soon | 87.9% | Coming soon |
| CharXiv | Coming soon | 89.9% | Coming soon |
| CharXiv w/o tools | Coming soon | 80.5% | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Certo v1 public-lane score: Coming soon
- Claude Opus 4.8 public-lane score: 69.6 (Supported · #14/170)

| Benchmark | Certo v1 | Claude Opus 4.8 | Winner |
|-----------|-----------|-----------|--------|
| GPQA | Coming soon | 93.6% | Coming soon |
| GPQA-D | Coming soon | 93.6% | Coming soon |
| HLE | Coming soon | 57.9% | Coming soon |
| HLE w/o tools | Coming soon | 49.8% | Coming soon |
| GPQA Diamond (Vals) | Coming soon | 92.4% | Coming soon |
| MMLU-Pro (Vals) | Coming soon | 89.6% | Coming soon |

### Multilingual

- Winner: Insufficient shared evidence
- Certo v1 public-lane score: Coming soon
- Claude Opus 4.8 public-lane score: Coming soon

| Benchmark | Certo v1 | Claude Opus 4.8 | Winner |
|-----------|-----------|-----------|--------|
| INCLUDE | Coming soon | 87.6% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- Certo v1 public-lane score: Coming soon
- Claude Opus 4.8 public-lane score: 74 (#60/124)

### Mathematics

- Winner: Insufficient shared evidence
- Certo v1 public-lane score: Coming soon
- Claude Opus 4.8 public-lane score: 65.2 (#2/7)

| Benchmark | Certo v1 | Claude Opus 4.8 | Winner |
|-----------|-----------|-----------|--------|
| USAMO 2026 | Coming soon | 96.7% | Coming soon |
| FrontierMath v2 (Tiers 1-3) | Coming soon | 47.241% | Coming soon |
| FrontierMath v2 (Tier 4) | Coming soon | 31.250% | Coming soon |

## FAQ

### Can I compare Certo v1 and Claude Opus 4.8 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

- [Certo v1 vs GPT-6 Astra](/compare/certo-vs-gpt-6-astra)
- [Claude Opus 4.8 vs GPT-6 Astra](/compare/claude-opus-4-8-vs-gpt-6-astra)
- [Certo v1 vs Claude Opus 5.5](/compare/certo-vs-claude-opus-5-5)
- [Claude Opus 4.8 vs Claude Opus 5.5](/compare/claude-opus-4-8-vs-claude-opus-5-5)

## Explore More

- [Certo v1 profile](/models/certo)
- [Claude Opus 4.8 profile](/models/claude-opus-4-8)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)