The task
RFP questions often have an answer somewhere in product documentation, an approved proposal or a security policy. An agent can retrieve the relevant material and prepare a first draft without treating every previous response as a current promise. Requirements without current evidence become questions for the right expert.
What you provide
Buyer’s RFP
Provide the question IDs, response format, word limits, mandatory requirements and submission deadline.
Approved answer sources
Use current product specifications, deployment documents and permission-cleared reference material with owners and review dates.
Response rules
Specify the writing style, prohibited commitments and topics requiring legal, security or commercial review.
Give the agent a clear brief
Use these instructions as a starting point, alongside your approved sources and permissions.
Draft an answer for each RFP question using only the approved source collection. Preserve question IDs and word limits. Cite the document and section supporting each material claim. Flag outdated or conflicting sources. Where evidence is missing, write needs expert input rather than inventing an answer. Do not promise delivery dates, certifications, service levels or discounts without explicit approval.
How the work comes together
Turn requirements into a checklist
Extract each question, mandatory condition and formatting constraint. Track omissions separately so an unanswered requirement cannot disappear inside a polished narrative.
Draft from current sources
Retrieve the passages that answer each requirement and write a concise response. Preserve qualifications about product configuration, supported integrations and deployment options.
Hand gaps to the right expert
Produce the draft alongside citations, open questions and assigned review topics. The proposal owner can see which responses are ready to check and which need new evidence.
Illustrative example · fictional data
An answer matrix with honest gaps
This fictional RFP is answered from an approved Deployment Guide and Access Policy. Neither document contains a service-level commitment.
| Requirement | Draft or next step | Evidence |
|---|---|---|
| R-01 · Data location | The platform runs in the customer’s private cloud; the customer selects the region. | Deployment Guide §2 |
| R-02 · Access controls | Administrators assign groups to approved knowledge collections and review membership. | Access Policy §4 |
| R-03 · Availability SLA | Needs commercial and technical input | No approved source |
These are example review results, not product commitments or answers to a real buyer’s RFP.
The human review
Subject-matter experts validate the claims and the proposal owner approves the final submission. Pricing, service levels, legal terms and delivery commitments require their usual owners.
Set it up for your team
Curate the answer collection
Identify approved versions, owners and review dates. Exclude proposals whose promises applied only to a different customer or contract.
Provide the buyer’s format
Define the output table or document structure and preserve the original requirement identifiers.
Assign review responsibilities
Map product, security, legal and commercial questions to reviewers. Export or system write-back needs the relevant configured tool.
Check the result before scaling
Review requirement coverage, citation relevance, stale claims and unsupported commitments on an earlier RFP. Compare drafting and expert-review effort with your existing process.
Keep the data in the right place
RFPs can include confidential buyer requirements and internal product plans. Restrict access to the bid team and its approved source collection; use fully local inference when those materials cannot leave your network.
Explore deployment optionsQuestions & answers
Can it reuse our previous proposals?
Yes, as an approved source collection with ownership and freshness checks. A previous proposal may contain customer-specific commitments that should not be reused automatically.
What happens when the knowledge base has no answer?
The draft marks the requirement as needing expert input and identifies the missing evidence. It should not convert an unknown into a positive product claim.
Does this submit the RFP for us?
No. It prepares a draft and review queue. Your proposal team owns approval and submission, and any export integration must be configured separately.