Wisary

Wisary for AI-First Development

Prototypes explore. Specs ship.

AI tools execute your words literally. Wisary turns what's in your head into a complete, reviewed, quality-scored spec, so your team and your AI build the right thing the first time.

Your spec is now the interface to execution

When engineers hand work to AI coding tools, the spec stops being a reference document and becomes the instruction set. The AI doesn't attend your standups, doesn't know your constraints, and doesn't push back on a fuzzy requirement. It builds exactly what the words say.

The industry is learning this the hard way. After analyzing more than 2,500 agent instruction files from public repositories, GitHub put the problem plainly: “Most agent files fail because they’re too vague.” Vague in, vague out. The rework that a vague PRD used to cause over a sprint now ships as the wrong product at AI speed.

The quality gate before work goes to an AI workflow

Wisary is built around the discipline that AI-first development demands, and it applies that discipline before anything gets built:

  • Ask: guided questions interview you for the context only your team has: goals, constraints, edge cases, and the decisions hiding in your head.
  • Show: every AI suggestion appears as a reviewable diff you approve or reject, so the spec stays yours.
  • Score: Insights measures the document against quality metrics and links every unresolved gap to its exact section. You know it's build-ready before anyone, human or AI, builds from it.
Wisary showing an AI suggestion as a reviewable diff you approve or reject
Show: every AI suggestion is a reviewable diff you approve or reject.
Wisary's Insights panel listing areas to improve with open gap counts per quality metric
Score: Insights counts the open gaps standing between the draft and build-ready.

Agent-ready output, wherever you build

A finished Wisary document exports as clean, structured Markdown that drops straight into the tools where AI builds, and Copy Document carries it anywhere else. Custom templates let your organization encode its own spec standard, so every document your team hands to an AI workflow has the same shape and the same completeness.

The humans stay covered too: the same spec publishes to Confluence or Notion, chains into user journeys, tech plans, and test plans, and remains the durable source of truth while code becomes cheap to regenerate.

Prototypes explore. Specs ship.

AI prototyping is a superpower for exploring ideas, and a liability for defining products. Wisary bookends it: before you prototype, it captures goals, constraints, and user needs in a structured format that gives AI tools the context to generate something realistic. After the prototype teaches you what works, Wisary turns those learnings into a production spec, so what gets built matches what was validated.

The prototype gets thrown away. The spec is what ships.

Frequently Asked Questions

AI-first development, answered.

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Prototypes explore. Specs ship. A Wisary spec isn't an artifact you read once and forget; it's the execution input for your team and your AI tools.

AI agents follow your words literally, so the quality of the spec now determines the quality of the build. Wisary makes that spec complete, reviewed, and measured, then exports it wherever the building happens.

Give your AI a spec worth executing.