Test Grok 4.1 Fast reasoning responses, compare outputs across models, and measure cost/latency and consistency.
Bring your API keys. Pay once, use forever.
Validate step-by-step quality on your hardest prompts.
See what you gain when reasoning is enabled.
Repeatable evaluation with Jinja2 templates.
Score consistency, constraints, and edge-case failures.
Links, transcripts, and cURL/JS export.
We donât train on your prompts and data.
LangFast empowers hundreds of people to test and iterate on their prompts faster.
The Grok 4.1 Fast Reasoning playground is a focused UI for prompt testing and quick eval-style checks on Grok 4.1 Fast Reasoningâso you can validate behavior before writing integration code.
Whether Grok 4.1 Fast Reasoning is the right choice for your use case: quality vs cost, stability vs speed, and how it behaves on your real prompts and edge cases.
Yes. Bring your API keys. LangFast handles routing.
To keep the playground usable (rate limits + abuse prevention) and to enable saved runs, sharing, and team-friendly history.
Regression tests, rubric scoring, style/format compliance, refusal behavior checks, and âmust-passâ prompts that shouldnât degrade over time.
Yes. Save a prompt set, re-run it after changes, and compare outputs across runs to spot regressions.
Yes. Run the same prompt set side-by-side across providers and choose the best model for your constraints.
Yesâexport cURL/JS/JSON so engineers can reproduce exactly, including parameters and prompt content.
Yes. Share links for review, approval, or to align on what âgoodâ looks like before you ship.
LangFast is free to use with some basic features. You need to provide your own API keys to run models and use the app. When you add your API keys, you pay the model provider (e.g., OpenAI) for the credits/tokens you use. LangFast premium features can be unlocked with a one-time purchase.
Usage-based: you add volume when you need it. This is designed for startups and small teams who donât want enterprise plans.
We stream responses through a lightweight proxy. Actual speed depends on Grok 4.1 Fast Reasoning and current load; you can compare latency across models directly.
It varies by model. We show key limits (like context window) next to Grok 4.1 Fast Reasoning in the model picker.
Yes. Inject structured inputs (customer data, tickets, policies, product specs) to test prompts against realistic cases.
Yes. Validate JSON/schema compliance, headings, tables, and other formatting requirements as part of your eval prompts.
No. We donât train on your prompts. Sharing is opt-in, and retention is configurable.
Requests route to model providers. See the Data & Privacy page for region and processing details.
Usually yes, subject to each providerâs terms. We link to terms from the model picker.
LangChain helps you build apps/agents. LangFast helps you decide prompts and models first, without building any pipeline.
Those tools are for tracing, datasets, and eval management in production workflows. LangFast is the quickest way to run prompt tests and comparisons interactively.