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Make your work stand on its own.

You and the AI know how your proposal, presentation or app came together. The people using it won't have that background. Have AI examine the finished work from their starting point, spot what only makes sense inside your conversation, and revise it so they can understand what matters and what to do next.

From Feedforward's Praxis. Created by Lilach Mollick, Feedforward.

Use it on Praxis

This move runs as a ready-made skill in Praxis, Feedforward's skill library.

How it goes

What the AI will do

  • Examine the document, message, presentation or interface as its intended audience will encounter it, looking for missing context, confusing structure and unclear actions.
  • Remove stray drafting notes and turn your intentions into useful explanations, sequences and choices, while preserving facts and disclosures the audience needs.
  • Where supported, ask a separate AI with no drafting history to attempt a realistic audience task, then use the findings to revise and recheck the work.

What to have ready

  • The work you want to finish, in a form the AI can read or inspect.
  • Who will receive or use it, what they already know, and what you want them to understand, decide or do.
  • Any facts, requirements or constraints the finished work needs to preserve.

Where you come in

  • Clarify the intended audience and purpose if either is uncertain.
  • Supply essential missing facts when asked, such as event details or the destination of a link.
  • Review the revised work and choose any optional refinements before sharing it.

What you'll get

Revised work that has been checked for clarity and use without the drafting conversation, plus a note about the checks performed and a small set of optional refinements. The fresh-audience check is an AI simulation; if a separate AI isn't available, the skill reports that it used a self-walkthrough.

You're done when

Revised work that has been checked for clarity and use without the drafting conversation, plus a note about the checks performed and a small set of optional refinements. The fresh-audience check is an AI simulation; if a separate AI isn't available, the skill reports that it used a self-walkthrough.

*Praxis is available to Feedforward members.

bingo.feedforward-collective.com · Feedforward AI · Device guide