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1. Product Introduction

Step Plan is a subscription-based AI service from the StepFun Open Platform designed for high-frequency AI developers. It allows users to access StepFun flagship models at a highly cost-effective price across mainstream coding tools and agent platforms such as OpenClaw, Claude Code, Trae, and Cursor.

Core Advantages

  • The Step 3.5 Flash model family, proven to be better suited for raising lobsters: ultra-fast inference + hard-core performance = the ideal brain for agents
  • Fast model experience by default: all plans provide a unified high-speed model experience.
  • 2x the usage of comparable competitor tiers: use it with confidence in agent scenarios.
  • Available across platforms: no platform restrictions, with one plan covering mainstream toolchains.
  • Continuously expanding model capabilities: Step Plan currently supports step-3.5-flash-2603 and step-3.5-flash, with more StepFun flagship models to be added over time.

Core Scenarios

OpenClaw: Agent Performance Optimization

  • High-speed inference and high-frequency calls with second-level real-time responses
  • Deep optimization for agent brain logic
  • A flagship model ranked No. 1 by OpenClaw usage

Advanced Coding Development

  • Long-context support for handling complex code refactoring with ease
  • Repository-level code understanding for precise visibility into the entire engineering context
  • End-to-end autonomous engineering to support high-intensity development scenarios

2. Plan Benefits Comparison

Plan benefits table

Benefits / PlanFlash Mini (Entry Edition)Flash Plus (Advanced Edition)Flash Pro (Professional Edition)Flash Max (Flagship Edition)
Standard Subscription Price$6.99$9.99$29$99
Applicable ScenariosGetting startedDaily productivityHeavy AI useProfessional workloads
5-Hour Limit100 prompts (~1,500 requests)400 prompts (~6,000 requests)1,500 prompts (~22,500 requests)5,000 prompts (~75,000 requests)
Weekly Limit400 prompts (~6,000 requests)1,600 prompts (~24,000 requests)6,000 prompts (~90,000 requests)20,000 prompts (~300,000 requests)
A “prompt” is our standard billing unit, not a single request. Multiple requests are converted into ‘prompt’ usage to account for varying context lengths and tool usage. Typically, 1 prompt equals 15-20 requests.

3. Supported Models

Currently Available

Step 3.5 Flash 2603
  • Optimized from Step 3.5 Flash for high-frequency agent scenarios
  • Improved token efficiency and faster reasoning speed
  • New Low Think Mode to significantly reduce token consumption
  • Better compatibility with coding workflows and agent frameworks
Step 3.5 Flash
  • Sparse MoE architecture with 196B total parameters / 11B active parameters
  • High-speed inference
  • Optimized for agent and coding tasks
  • Suitable for agent frameworks such as OpenClaw

Coming Later

We will gradually introduce more StepFun flagship models, including:
  • Existing voice, image, and video models
  • Future new foundation models

4. Supported Tools

You can use Step Plan in mainstream agent tools and coding platforms:

Available tools

Why Is Step Plan Suitable for OpenClaw?

  • Fast response: The Step 3.5 Flash series is optimized for low-latency, real-time agent workflows
  • Better suited for task execution scenarios: ideal for long-running and tool-calling agent workflows
  • Easier cost control: the combination of subscription pricing and clear limits makes high-frequency agent usage easier to manage

5. Frequently Asked Questions (FAQ)

Basic Questions

Q: What is Step Plan? A: Step Plan is a subscription service launched by StepFun. It uses a 5-hour limit and a weekly limit, and calls models in supported tools and workflows through an API Key. Q: Why emphasize “fast performance”? A: Many similar products separate performance into standard and high-speed versions, and the faster version is usually priced higher. Step Plan aims to make fast response the default experience rather than an expensive add-on. Q: What kind of users is it suitable for? A: It is suitable for high-frequency AI developers, developers using OpenClaw and other agent frameworks, and creators and builders who consume large amounts of tokens in real workflows. Q: What is the difference between Step Plan and calling the API directly? A: Step Plan uses a subscription model. Through the 5-hour limit and weekly limit mechanism, it provides more token usage at a lower price. It also provides usage throttling to help users control costs. Q: What is the difference between a request (Request) and a Prompt? A: Our billing unit is Prompt, which is not equal to a single model call. To standardize consumption across different context lengths and tool calls, multiple model calls are converted into Prompt usage. 1 Prompt ≈ 15–20 model calls. For example, with Step Plan Mini, 100 Prompts equals approximately 1,500 model calls — more than 2x the ~600 calls offered by comparable competing products at the same price point.

Plans and Pricing

Q: What is the difference between the different plans? A: The main differences are in the 5-hour limit, weekly limit, and concurrency support. All plans provide the same fast model performance. Q: How long will the promotional price last? A: The promotional price is a limited-time offer. Please refer to official announcements for details. Q: What happens if I exceed the limit? A: After exceeding the 5-hour limit, you need to wait for the next 5-hour cycle to reset. After exceeding the weekly limit, you need to wait for the next weekly cycle to reset. Q: Can unused quota accumulate? A: No. Both the 5-hour limit and the weekly limit reset periodically and will not roll over into the next cycle. Q: How are the weekly limit and 5-hour limit calculated? A: Weekly limit ≈ 5-hour limit × 4. For example, the Flash Mini plan has a 5-hour limit of ~100 Prompts, corresponding to a weekly limit of ~400 Prompts, and so on for other tiers. Q: Which models are currently included? A: Step Plan currently supports Step 3.5 Flash and Step 3.5 Flash 2603, but this is only the beginning. More models are on the way, beyond the Flash series. Q: Will more models be added in the future? A: Yes. Step Plan will gradually expand to include more existing and future StepFun flagship models. Q: Does it support multimodal input? A: The currently available models are Step 3.5 Flash and Step 3.5 Flash 2603. Multimodal capabilities will expand based on each model’s capabilities and future product updates. Q: Does Step Plan support MCP? A: MCP is not supported at launch. Relevant support is already being planned and is expected to be introduced gradually in future versions.

How to Use

Q: How do I use Step Plan? A: After subscribing, obtain an API Key and configure it in a supported tool to use it. Q: Which tools are supported? A: It supports agent tools such as OpenClaw and Claude Code, AI coding assistants such as Trae, Cursor, and Cline, and VS Code plugins such as Kilo Code and Roo Code. Q: Which Base URL does Step Plan use? A: Step Plan has a dedicated endpoint. Please use https://api.stepfun.ai/step_plan/v1 instead of the standard API’s https://api.stepfun.ai/v1. Using the wrong URL will cause errors — make sure to use the correct one. Q: Where can I find the Step Plan integration guide? A: Please refer to the official Step Plan Integration Guide, which covers configuration for mainstream IDEs and development tools. Q: What should I do if Cursor / Claude Code or other third-party tools throw errors? A: Please check the following in order: 1) Confirm that the Base URL is set to the dedicated endpoint https://api.stepfun.ai/step_plan/v1 (not the standard API URL — this is a common mistake); 2) Reconfigure by following the official integration guide; 3) If the issue persists, please provide a specific error screenshot for further assistance.

Subscription and Payment

Q: Which payment methods are supported? A: Subscriptions are supported through WeChat Pay. Overseas users are supported through Stripe. Q: Can I cancel my subscription? A: Yes, you can cancel at any time. Fees already paid will not be refunded, and service will continue until the end of the current billing cycle. Q: What is the relationship between account balance and subscription quota? A: Step Plan subscription and account balance are two separate systems. After activating Step Plan, usage of Plan features draws from the Plan’s own quota and will not deduct from your account balance — the two do not affect each other. Note: account balance top-ups cannot currently be used to exchange for Step Plan.