Claude Opus 4.8 vs North Mini Code
Pricing, benchmarks, and use case comparison
Quick take
- •Claude Opus 4.8 is meaningfully stronger at multimodal (88 vs 5 on our capability index).
- •North Mini Code is meaningfully stronger at cost efficiency (92 vs 70).
- •North Mini Code is 100% cheaper on input tokens, which compounds fast on high-volume or agentic workloads.
- •Claude Opus 4.8 has a 1M context window vs 256K tokens - better for whole-repo or long-document work.
Specs comparison
| Claude Opus 4.8 | North Mini Code | |
|---|---|---|
| Provider | Anthropic | Cohere |
| Type | Closed source | Closed source |
| Context window | ✓1M | 256K tokens |
| Input / 1M tokens | $5.00 | ✓0 |
| Output / 1M tokens | $25.00 | 0 |
| Release date | 2026-05 | 2026-06 |
Benchmarks
| Benchmark | Claude Opus 4.8 | North Mini Code |
|---|---|---|
| SWE-bench Verified | 88.6% | - |
| SWE-bench Pro | 69.2% | - |
| Terminal-Bench 2.1 | 74.6% | - |
| GPQA Diamond | 93.6% | - |
| Artificial Analysis Intelligence Index | 61.4 | - |
| Artificial Analysis Coding Index | - | 33.4 |
| Throughput vs Devstral Small 2 | - | Up to 2.8x higher output throughput |
Scores sourced from official provider release posts and independent benchmark aggregators.
Which should you choose?
Choose Claude Opus 4.8 if...
- →You need top-tier autonomous coding and multi-step agentic reliability
- →You run long-horizon agent traces that previously derailed after compaction
- →You want enterprise-grade reasoning with 1M context and 128k output
- →You need throughput and are willing to pay fast-mode premium for 2.5x speed
Choose North Mini Code if...
- →You want a self-hostable, sovereign coding agent on modest hardware
- →You run agentic SWE workflows (repo edits, sub-agent orchestration, code review)
- →You need terminal/tool-driven multi-turn agents
- →You want high coding throughput at low compute cost