ForceVue

How generation works

How ForceVue assembles context, the context-adequacy advisory, and the outline-then-fill generation pass.

When you generate a document, ForceVue does not start from a blank prompt. It gathers the relevant material from your initiative and workspace, checks whether there is enough of it, and then writes against your template. Here is what happens under the hood.

Context assembly

Before writing, ForceVue pulls together everything relevant to the document:

  • Context items on the initiative, and workspace-level context where it applies.
  • Goals on the initiative and the workspace, so the draft stays pointed at outcomes.
  • Related documents you have linked, so a new doc is consistent with existing ones.
  • Uploaded files, retrieved by relevance. PDFs, DOCX files, and other supported uploads are chunked and indexed so the most relevant passages feed the draft. See Uploading documents.

This is why the quality of your input drives the quality of the output. More relevant context and clearer goals produce a sharper draft.

The context-adequacy advisory

Some document types need more grounding than others. A PRD written with a single thin note will not be as good as one written with user feedback, competitors, and constraints in hand.

ForceVue checks whether you have provided enough context for the type you chose. When context is thin, it adds an advisory so the draft is honest about its limits rather than confidently inventing detail. The fix is usually to add a few more context items or a goal and generate again.

Outline, then fill

For longer documents, ForceVue can work in two passes: first it produces a structural outline from your template's sections, then it fills each section against your context and guidance. Working this way keeps long documents coherent and complete instead of trailing off.

After generation, ForceVue repairs headings so the document matches your template's section structure, then saves it. Generated documents are also indexed automatically so they can inform future generations, chat, and search, without showing up in your Uploaded Files list.

Where to go next