Use case / quotes and proposals

Turn quote requests into finished proposals, faster.

For many growing businesses, quotes and proposals are where momentum slows down. The opportunity is hot. The customer is waiting. Your team is hunting through old files, messages, spreadsheets, pricing rules, and tribal knowledge.

We rebuild that workflow so AI handles the repeatable parts and your people focus on judgment, pricing, and winning the work.

Quote workspace
Building proposal
✓Scope and customer details captured
✓3 similar past jobs retrieved
✓Pricing and margin checked
Ready for estimator review
The pain

The problem usually is not effort. It is the process.

Your team is moving fast, but the quote still depends on too many handoffs. Someone finds the last similar job. Someone confirms scope. Someone pulls pricing. Someone rewrites the proposal. Someone chases approvals.

Every request is a little different, so the process never feels repeatable. The customer experiences delay. The team experiences stress. Leadership sees margin risk.

Before and after

Same people. Better workflow.

Before: manual quote chaos

1Request comes in through email, a form, CRM, or a forwarded message.
2The team searches old proposals, spreadsheets, shared drives, and past project folders.
3Operations, estimating, finance, or leadership gets pulled in for pricing and feasibility.
4Proposal gets written from scratch or copied from something that is almost right.
5Approval happens late, mistakes get caught by hand, and the customer waits.

After: AI-assisted proposal workflow

1Request is captured and summarized with scope, deadlines, customer details, and missing information.
2AI retrieves similar past jobs, pricing guidance, proposal language, and source documents.
3A draft quote, assumptions, risks, and proposal narrative are created in your approved format.
4The right person reviews pricing, margin, exclusions, and terms before anything goes out.
5The final proposal is ready faster, with a clear review path and fewer manual steps.
Not theory. He has done this.

At an aerospace manufacturer, Matt rebuilt a manual quoting process into a digital one and cut quote turnaround by 5x, so it could be handed to a new estimator without losing accuracy.

Sunset Industries, aerospace manufacturing
What we build

Specific projects, not vague AI strategy.

We start by mapping the quote workflow and finding where AI removes friction without adding risk. This can be simple or advanced depending on how your business works today.

Quote intake assistant

Turns messy inbound requests into structured scope summaries.

Customer detailsRequirementsMissing informationUrgency

Past proposal search

Finds similar projects, language, and pricing context without digging through folders.

Past job matchingApproved languageInternal searchSource links

Proposal draft generator

Creates a first draft your team can review instead of starting from a blank page.

Scope of workAssumptionsDeliverablesTimelineExclusions

Pricing and approval workflow

Routes the right pieces to the right people before the proposal goes out.

Margin checksApproval thresholdsRisk flagsCRM updates
Industry examples

Quotes look different in every business. The friction is familiar.

Manufacturing

Turn RFQs, drawings, specs, and past job data into quote packages for estimator review.

Surveying

Draft proposals from project location, scope, deliverables, timeline, and similar past engagements.

Construction trades

Summarize site requirements, flag missing information, and assemble bid language faster.

Professional services

Create SOWs, proposals, and engagement letters from discovery notes and prior work.

Agencies

Turn client briefs into scopes, timelines, retainers, and proposal narratives.

B2B services

Standardize follow-up, reduce manual quoting, and keep communication moving.

Business value

This is one of the fastest places to prove AI matters.

Quotes and proposals have urgency, visibility, and measurable business impact.

When this workflow improves, leadership feels it quickly: faster turnaround, fewer dropped balls, cleaner handoffs, and more consistent sales execution.

FasterProposal turnaround
CleanerHandoffs and approvals
LessCopying and searching
MoreTime for judgment
Start here

Your team does not need more tools. It needs work that works better.

Book an intro call with Matt, no sales pitch. We map where work gets stuck and find the workflows worth changing first. You'll leave with a clear picture of where to start.

Book an assessmentSee how we work