REBeam 1.0 501B A23B Open vs 
Sonar Deep Research Paid
Beam 1.0 501B A23B vs Sonar Deep Research compared — price per token, context window, multimodality, openness and which to choose. Can the open-source model replace the paid one? Full 2026 breakdown.
Sonar Deep Research — full profile ›
Prices & specs refreshed from live data · olud.ai
Open-model prices = cheapest provider via OpenRouter; official maker rates may be higher.
$1 /M outputNo per-token fees if you self-host
$8 /M outputManaged API (no infra to run)
Beam 1.0 501B A23B vs Sonar Deep Research specs
| Spec | Beam 1.0 501B A23B | Sonar Deep Research | Winner |
|---|---|---|---|
| Maker | Reflection | Perplexity | – |
| Type | Open-weight | Proprietary | REBeam 1.0 501B A23B |
| Context window | 1M tokens | 128K tokens | REBeam 1.0 501B A23B |
| Input price | $0.25/M · free self-host | $2/M | REBeam 1.0 501B A23B |
| Output price | $1/M · free self-host | $8/M | REBeam 1.0 501B A23B |
| Vision / multimodal | No | No | – |
| Tool / function calling | Yes | No | REBeam 1.0 501B A23B |
| Self-hostable | Yes | No (API only) | REBeam 1.0 501B A23B |
| License | Open weights | Proprietary | REBeam 1.0 501B A23B |
Price gap & when to choose each
Beam 1.0 501B A23B is ~8.0× cheaper than Sonar Deep Research on output tokens ($1 vs $8 per M tokens).
- You want to self-host or run on your cloud
- You need the longer 1M context window
- You prioritize data privacy & control
- You want the lowest operating costs
- You are building open or reproducible AI
- You want frontier performance through a managed API
- You value reliability & ecosystem
- You don't want to manage infrastructure
Feature comparison
| Capability | Beam 1.0 501B A23B | Sonar Deep Research |
|---|---|---|
| Open weights (downloadable) | ✓ | ✗ |
| Self-hostable | ✓ | ✗ |
| Runs fully offline | ✓ | ✗ |
| Vision / multimodal | ✗ | ✗ |
| Tool / function calling | ✓ | ✗ |
| 1M+ context window | ✓ | ✗ |
Benchmarks: Beam 1.0 501B A23B vs Sonar Deep Research
Independent benchmark scores measured by Artificial Analysis. Higher is better (except latency).
Benchmark data by Artificial Analysis.
How Beam 1.0 501B A23B and Sonar Deep Research score
| Criterion | Beam 1.0 501B A23B | Sonar Deep Research |
|---|---|---|
| Cost-efficiency | 4.5 | 3.5 |
| Context window | 5.0 | 3.5 |
| Openness | 5.0 | 1.5 |
| Self-hosting | 5.0 | 1.0 |
| Multimodality | 3.5 | 2.0 |
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
Beam 1.0 501B A23B Open
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...
Sonar Deep Research Paid
Sonar Deep Research is a research-focused model designed for multi-step retrieval, synthesis, and reasoning across complex topics. It autonomously searches, reads, and evaluates sources, refining its approach as it gathers...
Frequently asked questions
Is Beam 1.0 501B A23B as good as Sonar Deep Research?
Beam 1.0 501B A23B is open-weight and competitive on many tasks, but Sonar Deep Research 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 Beam 1.0 501B A23B locally?
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. Sonar Deep Research is API-only and cannot be self-hosted.
How much cheaper is Beam 1.0 501B A23B?
Beam 1.0 501B A23B costs $1/M output vs $8/M for Sonar Deep Research — roughly 8x cheaper via API, and free if you self-host.
Beam 1.0 501B A23B vs Sonar Deep Research — which should I pick in 2026?
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 Sonar Deep Research if you want frontier capability through a managed API with zero infrastructure to run.
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