SimpleRFP — AI-powered RFP responses
Turn an RFP (request for proposal) into a reviewable response: extract buyer questions, draft answers from your Knowledge Base, and finalize a downloadable PDF without losing the review trail.
- Built by
- Luo
- Category
- Sales
- Updated
- Sep 22, 2026
- Price
- Free to start
Gallery
Overview
Answer the next RFP from what you've already written.
SimpleRFP extracts the buyer's questions, drafts answers grounded in your Knowledge Base, keeps every reviewer and status in one matrix, and finishes with a downloadable PDF — review trail intact.
- 1source for draftsyour Knowledge Base — nothing invented
- 4columns that matterquestion, answer, reviewer, status
- 100%answers final before exportvalidation gate on the PDF
- 0integrations requiredruns inside your workspace
SimpleRFP is a focused Luo workspace for sales teams creating buyer response projects. Start with a project title and buyer organization, then add questions manually or upload an RFP source document for asynchronous extraction. Extracted prompts are saved only after the task completes, and each question keeps its section and source order when available.
The project detail page is a spreadsheet-like response matrix: buyer questions, answer text, workspace-member reviewer, supporting Knowledge Base notes, and workflow status stay together. Drafting searches approved workspace knowledge before writing, records the paths or titles used, and flags unsupported material for reviewer follow-up instead of inventing claims. Generated answers remain in needs review until a person edits or marks them final.
When many eligible questions need work, one durable project-level batch generates missing answers with persisted queued, drafting, completed, and failed counts that survive reloads. After every answer is final, the project can be completed and Luo stores a downloadable PDF containing the buyer-facing questions, sections, and final answers while keeping internal review metadata and Knowledge Base notes out of the package.
What's inside
- RFP intake
From source document to an ordered question queue
Create the project with a title and buyer organization, then upload the source document when you have it. The extraction task identifies answerable buyer prompts, preserves their section and source order, and saves them only after terminal persistence. If no prompts are found or the task fails, the project remains available for manual entry.
- Knowledge-grounded drafting
Generate missing answers without inventing claims
SimpleRFP searches and reads relevant Knowledge Base material before composing an answer. The draft includes supporting source notes and explicitly calls out missing or ambiguous information for reviewer follow-up. A project-level batch handles eligible non-final questions with durable aggregate progress instead of launching every row at once.
- Response review
Keep every question, answer, reviewer, and status in one matrix
The response review page keeps buyer question, section, answer, reviewer assignment, status, and row actions together. Save edits per row, expand supporting Knowledge Base references when needed, and keep generated content visibly in needs review until a person approves it. Reviewer pickers use active members of the current workspace only.
- Completion package
Finish with a buyer-facing PDF, not a loose pile of drafts
A project can be completed only when it has questions and every question has a non-blank final answer. Luo then generates and stores a readable PDF containing project context, buyer-facing questions, section headings, and final answers. Internal reviewer assignments and Knowledge Base notes stay out of the downloadable package.
How it works
The response loop
Capture
create a buyer project, add questions, or extract them from an uploaded RFP document.
Ground
search the workspace Knowledge Base and draft only what approved material supports.
Review
assign workspace reviewers, edit answers, inspect source notes, and mark each row final.
Complete
validate the finished response and generate a stored PDF package for download.
Who it's for
Built for teams that answer RFPs between other jobs
- Sales lead owning the response“Every RFP starts with digging through the last three responses for the paragraph we already wrote.”
- Subject-matter expert pulled in to review“I get a 40-page doc and no idea which answers are actually mine to check.”
- Bid manager keeping it on schedule“Close to the deadline I still can't tell which answers are final.”
What changes
From a shared doc to a reviewed response
Getting started
Connect your workspace
No external integrations are required. Open the SimpleRFP pages in the Luo workspace where your approved Knowledge Base material already lives.
Describe your response
Create a project with a title and buyer name, then upload the RFP document or add buyer questions manually.
Let it run
Generate missing grounded drafts, review and finalize each row, then complete the project to store a downloadable PDF package.
Built on Luo
- Ready on day one. Start from the template and connect your tools — nothing to install, no developer involved.
- Change it in chat. Add a field, rename a stage, wire up an alert: say it and the assistant reshapes the workspace.
- Part of your Company OS. It lives beside your knowledge base and every other tool you build on Luo.
FAQ
Where do the draft answers come from?
From material in your workspace Knowledge Base. If nothing relevant exists, the draft says so rather than inventing a claim.
Can I add questions the extraction missed?
Yes. Add buyer prompts yourself; they join the same ordered queue.
How does review work?
Each question is a row. Assign a workspace reviewer, edit the answer, and mark it final. Nothing is exported until every row is final.
What's in the completion package?
A buyer-facing PDF generated from the final answers, kept available to download from the project.
Can it match our response format?
Ask the assistant — sections, tone, and export layout are all changeable in chat.