Case studies

What this looks like in practice.

Two recent engagements. Different industries, same pattern: find the step where one improvement multiplies through everything after it, fix that, and the returns come back manyfold.

Promotional products distributor

2 hours of quote prep became 30 minutes, across 20 quotes a week.

A regional promotional products distributor was spending one to two hours building each client proposal. Reps pulled product details from supplier sites, transcribed pricing and setup fees by hand, calculated margins, and rebuilt a branded PowerPoint every time.

AI vision does the work so the rep only reviews: 15 minutes of typing per product becomes a drag-and-drop.

75% faster
quotes, from 2 hours down to 30 minutes
30 hours
reclaimed every week, comparable to adding another rep
1000s of products
searchable instantly, always at current prices

The real problem was one step earlier

The obvious pain was "the deck takes too long." Mapping the workflow end to end showed the real opportunity was earlier: the gap between deciding to quote a product and having a sendable proposal. Underneath were three quieter problems: pricing math scattered across spreadsheets and inconsistent between reps, no system of record for products they re-quoted, and no way to brand a proposal without rebuilding a template from scratch.

What I built

A multi-vendor pricing and proposal platform the team now uses every day. Behind it sits a live catalog spanning three wholesalers, with thousands of products searchable instantly and pricing that refreshes automatically. Reps paste a supplier link or drop a screenshot, and AI vision extracts the product name, image, SKU, decoration methods, tiered pricing, and setup fees automatically.

What the business got

  • Quote intake takes seconds, not fifteen minutes per product
  • Any rep finds any product across three wholesalers instantly, always at current prices
  • White-label proposals with no template rebuilding
  • A client-ready package (PDF, editable PowerPoint, margin sheet) in one click
  • Reps edit in the Office tools they already know; the system stays in sync
  • Reps start from a pre-populated intake, not a blank page

What this means for quote-heavy sales teams

The right place to automate is rarely the step that hurts most. It is the earlier step where a small improvement multiplies through everything downstream. Once intake became fast and accurate, the deck practically built itself. Beyond the numbers, the team stopped treating "build a quote" as a project and started treating it as a thirty-minute interaction, which changed how aggressively they pursued smaller deals and followed up on leads. The quote-turnaround drop is measured from the team's live use of the tool; the 30 hours a week projects that saving across a typical 20-quote week.

Property management firm

One schedule across two portfolios, without merging the data underneath.

A property management firm ran roughly 740 units across two separate management platforms: one for owned properties and one managing third-party client properties. The two-platform split existed for a legitimate reason: third-party client data legally could not commingle with the firm's own book. The cost of that separation was that maintenance dispatch had no unified view. The coordinator toggled between two dashboards all day, coordinated the team by phone and text, and had no real schedule at all, just a running list in her head and a lot of "who is at which property right now?" calls.

~50% less time
for the coordinator to build the schedule
$1000s
saved monthly by unifying platforms instead of licensing new software
740 units
unified in one schedule across two account-separated portfolios

Integration-first, not replacement-first

The obvious answer was to buy a field-service scheduling product and roll the whole team onto it. That would have cost thousands a month in licensing, forced technicians to learn a second app, and either required merging the two portfolios into one account (breaking client confidentiality) or paying for two separate licenses that still would not talk to each other. Building a thin layer on top of the two existing platforms was cheaper, faster, and (most importantly) kept the account separation that protected third-party client data.

What I built

A dashboard that sits above both management platforms and reads from each without merging anything. The coordinator gets one unified view of every work order that needs scheduling across both portfolios, plus a drag-and-drop day timeline for every technician. Assigning a job to a person and time takes seconds instead of a phone call.

When the coordinator drops a work order onto a technician's timeline, the scheduled time syncs back to the correct source platform so nothing lives in two places. Technicians see their day in one app (property, unit, time, and any notes) regardless of which portfolio the work belongs to. If a job runs over, downstream appointments on that technician's timeline auto-shift so the schedule stays truthful. Approved time off grays out the day; nothing can get dropped onto someone who is not available.

Built to respect the business

  • Two portfolios unified in one view without merging the underlying accounts (third-party client data stayed cleanly separated)
  • Chose an integration path over a new field-service product, saving thousands per month in licensing
  • Coordinator went from switching between two dashboards all day to working from one
  • Team went from no shared schedule to a live dashboard visible to everyone in real time
  • Technicians use a single app for their day regardless of which portfolio the job belongs to

What this means for multi-portfolio operators

If your business runs on multiple management platforms (for confidentiality, ownership structure, or historical reasons) the instinct to consolidate onto a single vendor is usually the wrong call. The separation exists for a reason, and losing it costs more than the coordination overhead saves. The better move is a thin unifying layer that respects the boundary and gives the humans a single place to work. That is a smaller, cheaper build than a rip-and-replace, and the constraint that made replacement impossible turns into the thing that made this project ship.

Your business has a multiplier hiding in it too.

If you can describe the workflow, I can usually spot where the real leverage is. Let's find yours.

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