Beam 1.0 501B A23B vs Fugu Ultra compared — price per token, context window, multimodality, openness and which to choose. Can the open-source model replace the paid one? Full 2026 breakdown.
Prices & specs refreshed from live data · olud.ai
Open-model prices = cheapest provider via OpenRouter; official maker rates may be higher.
| Spec | Beam 1.0 501B A23B | Fugu Ultra | Winner |
|---|---|---|---|
| Maker | Reflection | Sakana AI | – |
| Type | Open-weight | Proprietary | REBeam 1.0 501B A23B |
| Context window | 1M tokens | 1M tokens | REBeam 1.0 501B A23B |
| Input price | $0.25/M · free self-host | $5/M | REBeam 1.0 501B A23B |
| Output price | $1/M · free self-host | $30/M | REBeam 1.0 501B A23B |
| Vision / multimodal | No | Yes | SAFugu Ultra |
| Tool / function calling | Yes | Yes | = Tie |
| Self-hostable | Yes | No (API only) | REBeam 1.0 501B A23B |
| License | Open weights | Proprietary | REBeam 1.0 501B A23B |
Beam 1.0 501B A23B is ~30× cheaper than Fugu Ultra on output tokens ($1 vs $30 per M tokens).
| Capability | Beam 1.0 501B A23B | Fugu Ultra |
|---|---|---|
| Open weights (downloadable) | ✓ | ✗ |
| Self-hostable | ✓ | ✗ |
| Runs fully offline | ✓ | ✗ |
| Vision / multimodal | ✗ | ✓ |
| Tool / function calling | ✓ | ✓ |
| 1M+ context window | ✓ | ✓ |
Independent benchmark scores measured by Artificial Analysis. Higher is better (except latency).
Benchmark data by Artificial Analysis.
| Criterion | Beam 1.0 501B A23B | Fugu Ultra |
|---|---|---|
| Cost-efficiency | 4.5 | 3.0 |
| Context window | 5.0 | 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.
Beam 1.0 is Reflection's open-weight reasoning model for coding and long-horizon agentic workflows. It uses a sparse mixture-of-experts architecture with 501B total and 23B active parameters per token, and a...
Fugu Ultra is the higher-performance model in Sakana AI's Fugu family. Rather than a single monolithic model, Fugu is a learned multi-agent orchestration system: a language model trained to route...
Beam 1.0 501B A23B is open-weight and competitive on many tasks, but Fugu Ultra may still lead on the hardest reasoning and agentic work. The gap keeps narrowing — benchmark both on your actual use case before deciding.
Yes. Beam 1.0 501B A23B has open weights, so you can self-host it on your own GPUs or run it via a low-cost API. Fugu Ultra is API-only and cannot be self-hosted.
Beam 1.0 501B A23B costs $1/M output vs $30/M for Fugu Ultra — roughly 30x cheaper via API, and free if you self-host.
Choose Beam 1.0 501B A23B 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 Fugu Ultra if you want frontier capability through a managed API with zero infrastructure to run.
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