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When the AI has little to work from

What the Novel RFP chip and a Limited prior content marker mean, and why a lower score is not a sign your writing is weak.

Updated Sep 2, 20263 min readAudience: Members

Sometimes the AI has less to draw on than usual, either because the RFP itself is unfamiliar territory or because your content library does not yet have much like a particular section. Two indicators tell you when that is happening, so a lower score reads as context instead of a mystery.

What you'll do

  • Recognize the Novel RFP chip and read its explanation
  • Recognize a Limited prior content marker on a section
  • Know what to do about it

The Novel RFP chip

If at least two in five of a proposal's requirements matched past proposals only with low confidence, the proposal is classified Novel RFP and a chip appears in the AI Coach panel:

The AI Coach panel with the Novel RFP chip open, showing its explanation popover
The Novel RFP chip and its popover
  1. The Novel RFP chip
  2. Its popover, open

Clicking the chip opens this explanation, quoted exactly as it appears:

Novel RFP

This RFP covers territory your firm hasn't proposed often. Most sections matched with low confidence against past proposals.

What this means:

  • Rubric scores may be lower than a familiar RFP. This does not mean your writing is weak.
  • The rubric is checking structural alignment with the RFP, not comparing you to past wins.
  • Submitting a novel-RFP proposal at 62% is often a strong result.

Select Got it to dismiss it. The same idea appears again, briefly, if you choose Yolo to generate a full draft: "Novel RFP: Yolo will draft every section using the available matches, even when those matches are limited."

Limited prior content on a section

Separately, an individual section can show its own Limited prior content marker when your content library does not have much past work like that section yet:

A section showing the Limited prior content marker
A section with limited prior content

Its explanation, also quoted exactly:

Limited prior content for this section

Your library doesn't have much past work like this section yet, so this draft leans on general writing guidance rather than your firm's prior winning proposals.

That's normal for a new client or a type of project you haven't proposed before. It's not a problem with your draft.

Notice that neither explanation states a count or a percentage. The AI's sense of "limited" is deliberately kept qualitative, so it never reads as an arbitrary number to chase.

What to do about it

Both indicators point at the same fix over time: "To make drafts like this stronger over time, add a few past proposals with similar sections to your content library." See Upload past proposals to add more. For the proposal in front of you right now, treat the AI's draft as a starting point and lean more on your own review and rewriting than usual.

Common questions

Does a Novel RFP or Limited prior content marker mean my proposal will score badly?

No. Both are context, not a verdict. The rubric still scores what is actually on the page; these markers explain why the AI had less to draw on while writing it.

Will these markers go away once I add more content to my library?

Limited prior content on future sections will improve as your library grows to cover more of what you propose. Novel RFP is worked out from a proposal's own requirement matches, so it changes only if you run matching again for that proposal.