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Notes from the back office we’re automating.
What we learn building AI agents for branded merchandise teams, from order entry and quoting to supplier portals and reconciliation, and how the same playbook runs in freight, insurance, healthcare and finance.
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ProductAugust 12, 20264 min read
The best process documentation you'll ever have is a screen recording with the sound on
SOPs go stale the week they're written. A screen recording of a real person doing real work, saying the quiet parts out loud, captures the job as it actually is. That's why it's the interface we chose for teaching agents.
Beyond merchAugust 6, 20264 min read
Why the month-end close still takes six days (and what a 'faster close' misses)
Half of finance teams need six or more business days to close the books, and cash reconciliation alone eats 20–50 hours a month. The close isn't slow because accountants are slow; it's slow because it's a relay race across screens.
PerspectiveJuly 30, 20263 min read
When your best CSR leaves, what actually walks out the door?
Half of distributors worry about finding qualified people, and customer service is where turnover hits hardest. The deeper problem isn't the vacancy. It's that the way work really gets done was never written down anywhere.
Beyond merchJuly 23, 20263 min read
Thirteen hours a week: what prior authorization actually costs a medical practice
The AMA's 2025 survey puts prior auth at 13 hours of physician and staff time per week, with 40% of practices employing staff who do nothing else. Most of that time is portal work: checking, keying, faxing, re-checking.
GuideJuly 16, 20263 min read
A practical playbook for invoice reconciliation in a promo shop
Supplier invoices, freight bills and decoration charges, matched back to POs and jobs by hand at month end. Here's how to systematize reconciliation now, and which parts an agent can take off your plate entirely.
PerspectiveJuly 9, 20263 min read
Promo firms adopted AI everywhere except the work that eats their week
64% of distributors now use AI, overwhelmingly for marketing copy and product images. Meanwhile 81% say operational efficiency is the three-year goal. The gap between those numbers is the industry's biggest open opportunity.
AutomationJuly 2, 20264 min read
AI agents vs. RPA: why the bots kept breaking, and what replaces them
RPA promised the digital workforce a decade ago. Maintenance now eats ~60% of RPA budgets and a third to half of deployments are abandoned within two years. Computer-use agents are a different bet. Here's the honest comparison.
Beyond merchJune 25, 20263 min read
Four carrier portals, one applicant: the quiet time sink in insurance agencies
Independent agents spend hours every week re-entering the same client data into carrier portal after carrier portal. The quoting, renewal, and policy-admin loop is the most screen-shaped work in insurance, which makes it teachable.
IndustryJune 16, 20263 min read
PromoStandards, PDX, and the work that still falls to a human
The promo industry now has two data standards, 500+ suppliers with endpoints, and a decade of integration work behind it. So why is someone on your team still checking portals and re-keying POs? A field guide to the last mile.
SalesJune 4, 20263 min read
In promo, the fastest quote usually wins. Most quotes take a day.
78% of B2B buyers go with the vendor that responds first, and close rates fall by more than half after the first hour. Meanwhile building a promo quote still means portals, price lists, and margin rules nobody wrote down.
Beyond merchMay 26, 20264 min read
One freight invoice in five has an error. Someone on your team is the audit.
Industry benchmarks put freight invoice error rates between 5% and 22%, at around $53 per error to resolve. Here's what carrier invoice audit actually involves, and why it's a screen job an agent can learn.
OperationsMay 14, 20263 min read
The true cost of manual order entry in a promo distributorship
A hand-keyed order costs $20–38 in labor by the time it's entered, confirmed and corrected, and your CSRs spend up to a third of their week doing it. Here's the math, and the way out that doesn't involve an integration project.
IndustryMay 5, 20263 min read
Promo hit a record $27.7 billion and made less money doing it
The industry's 2025 numbers tell a strange story: record sales, shrinking margins, and 'many distributors sold more but made less.' The 2026 winners won't out-sell the problem. They'll out-operate it.
Reading about it is the slow way to find out.
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