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Re

Reflection: Beam 1.0 501B A23B

by Reflection

8.9
Quality score / 10

Overview

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...

Our take

For developers and researchers tackling complex coding problems or designing long-running AI agents, Reflection: Beam 1.0 501B A23B offers a distinct proposition. Unlike general-purpose chatbots such as Claude or ChatGPT, this model is specifically engineered with a 1,048,576-token context window, allowing for extensive codebases or multi-step agentic workflows to be processed within a single interaction. Its built-in reasoning capabilities, coupled with support for tool/function calling and structured JSON outputs, position it for tasks requiring precise, multi-stage execution rather than conversational fluency. Ideal for those who need to automate intricate processes or analyse large textual datasets without needing image input, its token-based billing and lack of a free tier mean it is best suited for professional users with specific, resource-intensive requirements. This is a model for deep, programmatic interaction, not casual conversation.

How Reflection: Beam 1.0 501B A23B stacks up

Among the 380 chatbots & llms tools in our directory, it ranks #91 of 375 on quality (8.9/10), 10% above the 375-tool average of 8.1, and its $0.25/1M input-token rate is in the mid-price range — 87% cheaper than the 363-model average of $1.94/1M.

Weighing quality against cost, Reflection: Beam 1.0 501B A23B's cost-per-quality-point of $0.03 places it in the top 34% for value among chatbots & llms tools.

Reflection: Beam 1.0 501B A23B in depth

Reflection: Beam 1.0 501B A23B, built by Reflection, sits in the chatbots & llms space and is a paid tool starting at $0.25/1M tokens. Our editors rate it 8.9 out of 10 based on capability, ecosystem and value. It handles a context window of 1,048,576 tokens.

On the feature side, Reflection: Beam 1.0 501B A23B brings 1,048,576-token context window, reasoning / chain-of-thought, tool / function calling and structured (json) outputs. These are the capabilities that most shape day-to-day use and separate it from thinner alternatives.

Its biggest strength is large 1,048,576-token context window, bigger than most models listed here, while the main trade-off to weigh is that no free tier — usage is billed per token. Keep both in mind when deciding whether it fits your workflow.

Reflection: Beam 1.0 501B A23B is most often chosen for research and writing. If that matches your goals, it's a strong candidate to shortlist.

Speed
—
Context window
1,048,576 tokens
Free tier
No
Updated
2026-10-26

Key features

  • ✓1,048,576-token context window
  • ✓Reasoning / chain-of-thought
  • ✓Tool / function calling
  • ✓Structured (JSON) outputs
  • ✓Knowledge cutoff 2026-06-30

Pricing

$0.25/1M tokens
Pay per token
Paid$0.25/1M tokens
API input
$0.25 / 1M tokens
API output
$1 / 1M tokens
See full API pricing → llmprice.app

Pros

  • +Large 1,048,576-token context window, bigger than most models listed here
  • +Built-in reasoning (chain-of-thought) mode for harder problems
  • +Supports tool / function calling for agent-style workflows
  • +Can return structured JSON output for reliable parsing

Cons

  • −No free tier — usage is billed per token
  • −Text-only: does not accept image input

Who should use Reflection: Beam 1.0 501B A23B

  • →Anyone looking for a chatbots & llms tool from Reflection.
  • →Teams and individuals focused on research and writing.
  • →People who value large 1,048,576-token context window, bigger than most models listed here.
  • →Workflows that need a 1,048,576 tokens context window.

Who should look elsewhere

  • →Anyone who needs a free tier — this tool is paid only.
  • →Those for whom no free tier — usage is billed per token is a dealbreaker.
  • →Users who can't accept that text-only: does not accept image input.

Best for

10 Best Reflection: Beam 1.0 501B A23B Alternatives in 2026

Reflection: Beam 1.0 501B A23B is a strong chatbots & llms tool, but it is not the only option. Whether you are after a lower price, different features or a better fit for your workflow, here are the 10 best alternatives to Reflection: Beam 1.0 501B A23B, ranked and compared.

1
ClaudeFree tier$20/mo

Anthropic

Claude is Anthropic's family of AI assistants, known for long-context reasoning, careful writing and strong coding…

+ Best-in-class long-document reasoning+ Natural, high-quality writing+ Strong safety and reliability
Read full Claude review →
2
ChatGPTFree tier$20/mo

OpenAI

ChatGPT is OpenAI's flagship conversational AI, powering hundreds of millions of weekly users across web, mobile and…

+ Most polished and widely supported ecosystem+ Excellent general reasoning and coding+ Huge third-party integration support
Read full ChatGPT review →
3
GeminiFree tier$20/mo

Google DeepMind

Gemini is Google's natively multimodal model family, deeply integrated across Search, Workspace, Android and the Pixel…

+ Massive context window+ Tight integration with Google ecosystem+ Generous free access
Read full Gemini review →
4
MoonshotAI: Kimi K3.1 ProPaid$2.00/1M tokens

Moonshot AI

Kimi K3.1 Pro is Moonshot AI's flagship open-weight multimodal reasoning model and a post-trained successor to Kimi K3…

+ Large 1,048,576-token context window, bigger than most models listed here+ Built-in reasoning (chain-of-thought) mode for harder problems+ Accepts images as input (vision-capable)
Read full MoonshotAI: Kimi K3.1 Pro review →
5
MiniMax: MiniMax M3.1 FlashPaid$0.15/1M tokens

MiniMax

MiniMax-M3.1-Flash is a multimodal model from MiniMax. Compared with M3, it delivers significant improvements across…

+ Low API price — $0.15 per 1M input tokens, cheaper than roughly 75% of comparable models+ Large 1,048,576-token context window, bigger than most models listed here+ Built-in reasoning (chain-of-thought) mode for harder problems
Read full MiniMax: MiniMax M3.1 Flash review →
6

DeepSeek

DeepSeek V4.1 Flash 1017 is the October 17, 2026 snapshot of DeepSeek V4.1 Flash, served by DeepSeek under the…

+ Large 1,048,576-token context window, bigger than most models listed here+ Built-in reasoning (chain-of-thought) mode for harder problems+ Accepts images as input (vision-capable)
Read full DeepSeek: DeepSeek V4.1 Flash 1017 review →
7
Meta: Muse Spark OpenPaid$1.25/1M tokens

Meta

Muse Spark Open is a coding-optimized open-weight model. Trained specifically for agentic coding workflows, it delivers…

+ Large 1,048,576-token context window, bigger than most models listed here+ Built-in reasoning (chain-of-thought) mode for harder problems+ Accepts images as input (vision-capable)
Read full Meta: Muse Spark Open review →
8
NVIDIA: Nemotron 3.5 Super VLFree tier$0.15/1M tokens

NVIDIA

NVIDIA Nemotron 3.5 Super VL is an open multimodal mixture-of-experts model from NVIDIA, with 12B active parameters out…

+ Completely free to use via the OpenRouter API+ Large 1,048,576-token context window, bigger than most models listed here+ Built-in reasoning (chain-of-thought) mode for harder problems
Read full NVIDIA: Nemotron 3.5 Super VL review →
9
Google: Gemini 4 ArgonPaid$2.00/1M tokens

Google

Gemini 4 Argon is Google's flagship reasoning model, built for complex software engineering, deep mathematical and…

+ Large 1,048,576-token context window, bigger than most models listed here+ Built-in reasoning (chain-of-thought) mode for harder problems+ Accepts images as input (vision-capable)
Read full Google: Gemini 4 Argon review →
10
Meta: Muse WonderPaid$4.00/1M tokens

Meta

Muse Wonder is a frontier reasoning model from Meta, designed for complex personal and professional agentic tasks.

+ Large 1,048,576-token context window, bigger than most models listed here+ Built-in reasoning (chain-of-thought) mode for harder problems+ Accepts images as input (vision-capable)
Read full Meta: Muse Wonder review →

Reflection: Beam 1.0 501B A23B vs top alternatives

A side-by-side look at how Reflection: Beam 1.0 501B A23B stacks up against its closest rivals.

FeatureReflection: Beam 1.0 501B A23BReflectionClaudeAnthropicChatGPTOpenAIGeminiGoogle DeepMind
Quality score8.9 / 109.6 / 109.5 / 109.2 / 10
Starting price$0.25/1M tokens$20/mo$20/mo$20/mo
Free tierNoYes — Free tier availableYes — Free tier availableYes — Free tier available
API input price$0.25 / 1M tokens$0.1 / 1M tokens$2 / 1M tokens$2 / 1M tokens
API output price$1 / 1M tokens$0.5 / 1M tokens$10 / 1M tokens$10 / 1M tokens
Speed—FastFastFast
Context window1,048,576 tokens200K tokens128K tokens1M-2M tokens
CategoriesChatbots & LLMsChatbots & LLMs, Coding, WritingChatbots & LLMs, Coding, WritingChatbots & LLMs, Coding, Writing
Key features
  • 1,048,576-token context window
  • Reasoning / chain-of-thought
  • Tool / function calling
  • Structured (JSON) outputs
  • Industry-leading long context (200K+ tokens)
  • Artifacts for live previews
  • Strong agentic coding (Claude Code)
  • Vision and document analysis
  • Multimodal text, image and voice input
  • Advanced data analysis (code interpreter)
  • Custom GPTs and GPT Store
  • Web browsing and real-time search
  • Up to 2M token context window
  • Deep Google Workspace integration
  • Native video and audio understanding
  • Real-time Google Search grounding
Pros
  • + Large 1,048,576-token context window, bigger than most models listed here
  • + Built-in reasoning (chain-of-thought) mode for harder problems
  • + Supports tool / function calling for agent-style workflows
  • + Can return structured JSON output for reliable parsing
  • + Best-in-class long-document reasoning
  • + Natural, high-quality writing
  • + Strong safety and reliability
  • + Most polished and widely supported ecosystem
  • + Excellent general reasoning and coding
  • + Huge third-party integration support
  • + Massive context window
  • + Tight integration with Google ecosystem
  • + Generous free access
Cons
  • − No free tier — usage is billed per token
  • − Text-only: does not accept image input
  • − No native image generation
  • − Fewer consumer integrations than ChatGPT
  • − Usage caps on the most capable models
  • − Can be verbose and overly cautious
  • − Quality can be inconsistent on edge cases
  • − Privacy concerns for some users

Frequently asked questions

Q. Is Reflection: Beam 1.0 501B A23B free?

No — Reflection: Beam 1.0 501B A23B is a paid tool, starting at $0.25/1M tokens.

Q. How much does Reflection: Beam 1.0 501B A23B cost?

Reflection: Beam 1.0 501B A23B starts at $0.25/1M tokens. API usage is around $0.25 per 1M input tokens and $1 per 1M output tokens.

Q. What is Reflection: Beam 1.0 501B A23B best for?

Reflection: Beam 1.0 501B A23B is best suited to research and writing, within the chatbots & llms category.

Q. What are the best Reflection: Beam 1.0 501B A23B alternatives?

Popular alternatives to Reflection: Beam 1.0 501B A23B include Claude, ChatGPT, Gemini and MoonshotAI: Kimi K3.1 Pro. Each trades off price, quality and ecosystem differently.

Q. Is there a free alternative to Reflection: Beam 1.0 501B A23B?

Yes. Claude, ChatGPT, Gemini offer a free tier, making them good starting points if you want to avoid an upfront subscription.

Q. Why switch from Reflection: Beam 1.0 501B A23B?

Common reasons include pricing, specific feature gaps (No free tier — usage is billed per token; Text-only: does not accept image input), data-privacy requirements, or simply wanting a tool that fits your stack better.

How we rate AI tools

Our quality score weighs capability on real tasks, breadth of features and integrations, pricing and value, and how actively the tool is maintained. Scores are editorial guidance, not benchmarks — always trial a tool on your own workflow before committing. Pricing and features change frequently, so verify current details on the official site.

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