A wholesale quotation is rarely just a document. It connects email, product codes, customer terms, stock, price lists and specialist questions. Effective automation assembles the evidence and prepares a review-ready draft while a person retains the decision.
Why quotation work becomes slow
Requests arrive as free text, attachments and customer-specific terminology. Sales staff interpret the need, find matching products, check terms and wait for input from purchasing or engineering.
The real problem is not PDF generation. It is assembling trustworthy information and making uncertainty visible.
- Incomplete requirements
- Names that do not match the product catalogue
- Customer-specific pricing rules
- Manual stock, lead-time and substitute checks
A sensible assisted workflow
A system can read messages and attachments, structure requested lines and search approved product data. Rules and AI can propose matches, flag uncertainty and prepare a draft in the CRM or ERP.
High-confidence preparation can be automated. Low confidence should create a clear question or route the case to a person, not guess.
- Receive and classify
- Extract quantity, specification and deadline
- Match catalogue and customer terms
- Flag exceptions and missing details
- Prepare a draft for human approval
What information is required?
Start with a representative request set, one bounded product category and the rules experienced staff actually use.
Define which source controls price, availability and product facts. When sources disagree, the workflow needs an explicit priority.
How to evaluate a pilot
Measure speed and quality together. Faster handling has little value if products or terms are wrong.
Compare drafts with team decisions and record why suggestions change. That evidence supports a rational investment decision.
- Time to first draft
- Correctly extracted line items
- Suggested products accepted
- Exceptions requiring a specialist
- Human review time
Start with one quotation segment
Choose a flow with meaningful volume, clear sources and an owner able to judge quality. Let the pilot recommend and prepare before it performs irreversible actions.
The first phase should establish evidence of quality, exception handling and economics rather than promise complete automation.
Pre-pilot check
Is the workflow ready to investigate?
- A recurring quotation flow with measurable volume
- Historical enquiries and completed quotations
- Authoritative pricing, product and terms sources
- An accountable pilot reviewer
- Rules for mandatory human escalation
Good quotation automation removes searching and copying, not commercial judgment.