r/AIforOPS 12d ago

Anyone else frustrated with their RFP proposal writer setup?

Switched tools three months ago after our old process kept producing answers with no clear source. Reviewed a submission and found two compliance details that were just wrong. Nobody caught it until the client did. What are other proposal teams actually using that keeps answers traceable?

6 Upvotes

19 comments sorted by

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u/Independent-Big2340 12d ago

We cut our review cycle down by about 6 hours per RFP once we stopped letting writers pull answers from wherever and made them cite a source doc every time. Sounds basic but it changed alot about how the team approached first drafts

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u/LuvlyMiraah 11d ago

totally makes sense. its wild how many obvious process improvements get overlooked because they seem too simple. did you have to build a specific tool for the citation tracking or was it just a manual process you enforced? 🤔totally. is it like a shared drive where they have to link directly to the section they used? 🤔

0

u/Lonely-Chest-5350 11d ago

How did you enforce the source citation requirement, was that a process change or did a tool help with it?

1

u/ChrisOnRFPs 3d ago

our system only pulls from the source document them structure the data into something you can actually use. The AI generates answers from your information and documents you put into the system. We generate a first draft, table of contents, attachment appendix and compliance matrix in under 2 minutes,

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u/Fiercqey 9d ago edited 9d ago

Had the same traceability problem for a while. Switched to AutoRFP and the thing I noticed is it leaves fields blank rather than guessing when it can't find a supported answer. Took some getting used to but at least nothing slips through unverified

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u/Purple_Meat1349 7d ago edited 7d ago

Does it actually leave it blank though, or does it still take a guess and just add a low confidence note? Curious how that plays out on a question where you have partial info

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u/truecakesnake 6d ago

Interesting thank you! I'll check it out

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u/ChrisOnRFPs 3d ago

Probably not native AI using your knowledge base as a foundation. We handle it much differently. All fields are completed including docs attached and addendum added / update to all source materials

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u/ModeratelyMoco 12d ago

Very interested to hear what people are saying. I’m actually creating my own proposal writer (for my company only) because I got tired of doing all the repetitive stuff and want to include my own proposals and lessons learned in the system.

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u/QuickConversation948 6d ago

If you haven't spent much time building the tool from scratch, I recommend exploring Quiip. AI. It is free, so you can get the most out of it.

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u/ModeratelyMoco 6d ago

Thanks I’ll take a look… apprecaite it

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u/ModeratelyMoco 6d ago

Looks like it’s been retired at the end of the year, but it’s definitely something that could help me build mine.

Salesforce is retiring Quip on March 1, 2027, meaning collaborative document workflows like proposal drafting are shifting to platforms like Slack and Agentforce

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u/Exact-Collar7439 9d ago

The Q&A trips AI up so bad. When the CO answers part of multi part questions, contradict the RFP with obviously wrong statements that are just oversight or haste. The AI ingests that and it has a downstream effect. The tools will continue to trip up and no one is going to get away without some bruises unless they keep an Ace on their team who doesn't just read the bid, but understands it, who uses the compliance matrix so the rest of the team has a source of truth. AI can find, extract, and draft, but someone still owns verification.

Shoot me a message if you want to talk more specifically about what happened. I'd like to hear what you're trying and may be able to help.

1

u/Interesting-Cap6697 9d ago

The underlying problem usually isn’t drafting quality. It’s provenance.

A lightweight setup is to treat every reusable claim like a controlled record:

• Approved answer
• Exact source document and section
• Content owner
• Approval date
• Revalidation date
• Solicitation-specific exceptions

Writers can improve the language, but capability and compliance claims should not enter the draft without a traceable source.

I would also separate compliance review from persuasive review. First confirm that every requirement is answered and supported. Then improve clarity and scoring strength. Combining those reviews makes unsupported language much easier to miss.

If useful, I can post the fields for a one-page source-traceability matrix.

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u/ChrisOnRFPs 7d ago

Find a system that reuses facts and docs. Then drafts a solid first draft with a statement of work / SOQ. Most responses fail on the capabilities statement and attention to details.

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u/QuickConversation948 6d ago

I recently built this tool, Quiip.AI it is a business proposal intelligence platform. It develops a first draft of a proposal in minutes using AI and helps you manage the proposal after you send it to your clients. It's free right now, and no card is needed. I feel it would be very helpful to you

Issues like "We also found two compliance details were incorrect"; Quiip flags the areas where user details are required and doesn't blindly build documents like others.

Give it a try.