Short answer
In B2B proposal preparation, AI can be used to summarise the request and to draft from standard text, while prices, discounts, delivery dates and contract terms must come from approved data and explicit rules. The draft is separated from the commitment, and sending stays under human approval.
Separate drafting from commitment
A model may summarise requests and select standard service text. Prices, discounts, deadlines and contractual terms should come from approved sources and rules.
Example workflow
Receive a request, match the customer record and identify missing information. Draft from an approved service catalogue. Staff check scope and commercial terms before generating and sending the proposal.
Handle uncertainty explicitly
An unclear request, unavailable service or outdated price should stop the workflow or trigger review. Do not let the model fill missing fields with guesses.
Measure the full benefit
Track corrections, approval time and incorrect scope alongside drafting time. A successful pilot reduces total human effort while preserving commercial control.
Data needed for the pilot
A proposal automation pilot needs an approved service catalogue, a current price source, permitted examples from past proposals and a CRM connection that matches the request to the customer record. If one of them is missing, the first job of the pilot is to create that source; a model does not make up for missing data.
A practical evaluation exercise
For a sample request, separate customer need, exclusions and the pricing source. Generate the draft from those fields, while keeping price calculation and discount authority in explicit business rules. Retain the approved version sent to the customer. When information is missing, produce clarification questions rather than quietly filling gaps.
Frequently asked questions
Two questions we are often asked on this topic.
Can AI send a proposal directly to the customer?
We do not recommend it. Documents containing prices and commitments should be approved by an authorised person before they are sent. AI prepares the draft; sending is a step tied to human approval and recorded.
What happens if price information is missing?
The flow should stop and route to the right person; the model must not guess the price. Producing a list of questions to ask about the missing fields is a safer solution.
