Welcome to PromptAssay

What PromptAssay is, who it's for, and the core concepts you'll use every day.

Updated 2026-04-13

PromptAssay is a version-controlled workbench for building, refining, testing, and shipping LLM prompts. It runs entirely on your provider API keys — we don't resell tokens, we don't mediate your LLM traffic, and we don't see your spend. You bring Anthropic, OpenAI, and/or Google keys, and PromptAssay gives you the editor, version history, AI-assisted critique, evaluation suites, and collaboration tools around them.

Who it's for

  • Prompt engineers shipping production prompts and needing version control, diffing, and rollback.
  • Teams sharing a library of prompts across a workspace with role-based access.
  • Researchers running evaluation suites and judge-scored comparisons across models.
  • Developers who want a REST API + TypeScript SDK to pull prompts at runtime.

What you get

  • Full-featured editor with syntax highlighting, real-time token budget, cost estimation, and a 10+2 lint-rule set (ten always-on + two model-aware) for prompt quality issues.
  • Version control with full history, diff viewer, restore, and branching from any prior version.
  • AI assistant panels: Critique, Improve, Rewrite, Brainstorm, Compare, and Judge — all powered by your BYOK keys.
  • Evaluation suites with test cases, rubrics, and automated judge-based scoring across six dimensions.
  • Playground for live runs, variable substitution, and side-by-side version comparison.
  • Reusable fragments with variable slots for composing prompts.
  • Public REST API + TypeScript SDK for fetching prompts at runtime.
  • Team workspaces with role-based access, invitations, and per-workspace BYOK keys.

Five concepts in two minutes

Prompt
The atomic unit of work. Has a title, content, prompt type (system / user / multi-turn / template), optional target model, and intent metadata.
Version
An immutable snapshot of a prompt's content at a point in time. Every edit creates a new version with a change source tag (manual / ai-improve / restore / branch / etc.).
Workspace
A container for prompts, folders, tags, fragments, BYOK keys, and billing. Every user has a personal workspace automatically; team workspaces are manually created and support collaboration.
BYOK
Bring Your Own Key. Per-workspace API keys for Anthropic, OpenAI, and Google. Required for the playground, AI assistant, evaluation judges, and any LLM-backed feature.
Tier
Your workspace's billing plan: free, solo, team, or enterprise. Tier controls member caps, monthly LLM call quota, and public API access. Each workspace has its own tier.

Next steps

  1. Read Core concepts for the one-page mental model.
  2. Follow Create your first prompt to get something into the editor.
  3. Configure your first BYOK key to unlock playground + AI features.
  4. Skim Keyboard shortcuts so you move fast from day one.
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Related articles

  • Core conceptsUser vs workspace, personal vs team, prompts vs versions vs fragments, and what the free tier actually gives you.
  • Personal vs team workspacesThe two workspace types, why personal workspaces are single-member forever, and why team workspaces are everything else.