Llama 3.1 8B Instruct Open vs 
Claude Opus 4.8 Paid
Llama 3.1 8B Instruct vs Claude Opus 4.8 compared — price per token, context window, multimodality, openness and which to choose. Can the open-source model replace the paid one? Full 2026 breakdown.
Claude Opus 4.8 — full profile ›
Prices & specs refreshed from live data · OpenSourceAI.tech
Open-model prices = cheapest provider via OpenRouter; official maker rates may be higher.
Llama 3.1 8B Instruct vs Claude Opus 4.8 specs
| Spec | Llama 3.1 8B Instruct | Claude Opus 4.8 |
|---|---|---|
| Maker | Meta | Anthropic |
| Type | Open-weight | Proprietary |
| Context window | 131K tokens | 1M tokens |
| Input price | $0.05/M · free self-host | $5/M |
| Output price | $0.08/M · free self-host | $25/M |
| Vision / multimodal | No | Yes |
| Tool / function calling | Yes | Yes |
| Self-hostable | Yes | No (API only) |
| License | Llama Community | Proprietary |
Feature comparison
| Capability | Llama 3.1 8B Instruct | Claude Opus 4.8 |
|---|---|---|
| Open weights (downloadable) | ✓ | ✗ |
| Self-hostable | ✓ | ✗ |
| Runs fully offline | ✓ | ✗ |
| Vision / multimodal | ✗ | ✓ |
| Tool / function calling | ✓ | ✓ |
| 1M+ context window | ✗ | ✓ |
Benchmarks: Llama 3.1 8B Instruct vs Claude Opus 4.8
Independent benchmark scores measured by Artificial Analysis. Higher is better (except latency).
Benchmark data by Artificial Analysis.
How Llama 3.1 8B Instruct and Claude Opus 4.8 score
| Criterion | Llama 3.1 8B Instruct | Claude Opus 4.8 |
|---|---|---|
| Cost-efficiency | 5.0 | 3.0 |
| Context window | 3.5 | 5.0 |
| Openness | 5.0 | 1.5 |
| Self-hosting | 5.0 | 1.0 |
| Multimodality | 3.5 | 5.0 |
Scores come from live data — output price (cost), context length, open vs closed weights (openness & self-hosting) and vision/tool support (multimodality). Raw task quality isn't scored here; it depends on your benchmark — see the verdict.
What each model is
Llama 3.1 8B Instruct Open
Meta's latest class of model (Llama 3.1) launched with a variety of sizes & flavors. This 8B instruct-tuned version is fast and efficient. It has demonstrated strong performance compared to...
Claude Opus 4.8 Paid
Claude Opus 4.8 is Anthropic's most capable generally available model in the Opus family. It supports text, image, and file inputs with text output, with reasoning support and a 1M-token...
Other models in these families
These variants are tracked but not compared here — one page per family keeps the comparison readable.
Frequently asked questions
Is Llama 3.1 8B Instruct as good as Claude Opus 4.8?
Llama 3.1 8B Instruct is open-weight and competitive on many tasks, but Claude Opus 4.8 may still lead on the hardest reasoning and agentic work. The gap keeps narrowing — benchmark both on your actual use case before deciding.
Can I run Llama 3.1 8B Instruct locally?
Yes. Llama 3.1 8B Instruct has open weights, so you can self-host it on your own GPUs or run it via a low-cost API. Claude Opus 4.8 is API-only and cannot be self-hosted.
How much cheaper is Llama 3.1 8B Instruct?
Llama 3.1 8B Instruct costs $0.08/M output vs $25/M for Claude Opus 4.8 — roughly 313x cheaper via API, and free if you self-host.
Llama 3.1 8B Instruct vs Claude Opus 4.8 — which should I pick in 2026?
Choose Llama 3.1 8B Instruct if you want to self-host, keep your data private and skip per-token fees — it's open-weight and runs on your own hardware. Choose Claude Opus 4.8 if you want frontier capability through a managed API with zero infrastructure to run.
People also compare
Explore more open-source AI
Browse the full open-source model leaderboard, thousands of tools and live benchmarks — all in one place.
Open the leaderboard →