Last updated: April 2026
A Week in the Life of Your AR Team
Let's walk through what a typical AR person at a mid-market distributor actually does in a week. Not what their job description says. What they actually spend their hours on.
Monday. Pull the aging report from the accounting system. Export it to Excel because the built-in report doesn't sort the way they need it. Cross-reference it with last week's notes — who promised to pay, who disputed an invoice, who didn't pick up the phone. Start calling.
Tuesday. More calls. The same 30 to 40 accounts that were overdue last week are still overdue this week. Leave voicemails. Send emails. A contractor's AP clerk says the check is "in the mail." Another says they never received the invoice — even though it was sent three weeks ago. Resend it.
Wednesday. Payments arrive. Three checks in the mail, two ACH transfers, one credit card payment through the portal. Now the matching begins. Which invoices do these payments cover? The check stubs don't always say. The ACH reference numbers don't always match. One payment is $47,312 against three invoices totaling $48,100 — is the $788 difference a short-pay, a discount taken, or an error? Time to investigate.
Thursday. Dispute resolution. A contractor says they were double-billed for a delivery. Another says the pricing on invoice #4821 doesn't match the quote. Pull the original PO, compare it to the invoice, call the sales rep to verify, then call the customer back. One dispute takes 45 minutes to resolve. The other requires a credit memo that has to go through approval.
Friday. Generate the weekly aging summary for the controller. Manually update the notes in the tracking spreadsheet. Flag accounts that crossed 60 days. Start preparing for next week's calls — the same calls, to the same accounts, about the same invoices.
That's the week. Repeat it 50 times a year.
Where the Hours Actually Go
For a two-person AR team at a distributor processing 300 to 800 invoices per month, the time breaks down roughly like this:
| Task | Hours/Week (2-Person Team) | Annual Hours |
|---|---|---|
| Collection calls and follow-ups | 8–10 | 400–500 |
| Cash application / payment matching | 6–8 | 300–400 |
| Dispute resolution | 3–5 | 150–250 |
| Aging report generation and review | 2–3 | 100–150 |
| Reconciliation and ledger updates | 2–3 | 100–150 |
| Total manual AR work | 21–29 | 1,050–1,450 |
Over 80% of construction companies spend a "moderate" or "substantial" amount of time chasing payments. Over half of businesses dedicate four or more hours per week just to payment follow-ups — and that's per collector.
At a fully loaded cost of $45 to $55 per hour (salary plus benefits, taxes, overhead), 1,500 hours of manual AR work costs approximately $67,500 to $82,500 per year. Call it $78,000 at the midpoint.
That's not your AR team's total compensation. That's the portion of their time spent on tasks that don't require human judgment — tasks that are repetitive, rule-based, and predictable enough to automate.
The Five Tasks Eating the Most Time
1. Collection Calls
The biggest time sink. Your AR clerk calls the same accounts every week, asks the same questions, and gets the same answers. "The check is in the mail." "We're waiting on our client." "Can you resend the invoice?" Each call takes five to ten minutes. Multiply by 30 to 50 accounts per week. That's eight to ten hours — just in phone time, not counting notes, follow-up emails, or voicemails.
2. Cash Application / Payment Matching
At 10 minutes per payment, a team processing 500 payments per month spends 80+ hours on cash application alone. Check payments are the worst — the remittance advice is sometimes missing, sometimes illegible, and sometimes doesn't match the invoice amounts. ACH payments aren't much better when the reference numbers are inconsistent. Each mismatch requires manual investigation.
3. Dispute Resolution
27% of all vendor invoices in construction contain errors — pricing discrepancies, quantity mismatches, or duplicate charges. Each dispute takes 20 to 45 minutes to investigate and resolve, involving cross-referencing POs, delivery tickets, quotes, and often a conversation with the sales team. The volume compounds: if you process 500 invoices a month and 27% have issues, that's 135 disputes per month that need human attention.
4. Aging Report Generation
Most accounting systems generate aging reports. Most distributors export those reports to Excel and manually add notes, highlights, and status updates because the built-in reports don't do what they need. This weekly ritual takes two to three hours and produces a snapshot that's already outdated by the time the controller reads it.
5. Reconciliation
Matching payments to invoices, applying credits, identifying short-pays, and updating the ledger. Manual reconciliation is the primary source of duplicate payments and missed credits in distribution — errors that cost money going in both directions.
The Error Tax
Manual processes don't just cost time. They cost accuracy.
At a 27% invoice error rate, a distributor processing 500 invoices per month has 135 invoices per month that require investigation or correction. Each error takes an average of 30 minutes to resolve. That's 67 hours per month — or roughly 800 hours per year — just on error handling.
And the costs don't stop at labor. Duplicate payments go undetected. Credits get missed. Overpayments aren't caught until the quarterly reconciliation — if they're caught at all. One distributor estimated that manual reconciliation errors cost them 0.5% of total payments processed annually. On $15M in payments, that's $75,000 in uncaught errors.
Manual reconciliation doesn't just burn hours. It's the primary source of duplicate payments, missed credits, and cash application errors that quietly eat your margins.
What "10+ Hours Back" Actually Looks Like
This isn't a headcount reduction story. Your AR team isn't going away — and they shouldn't. What changes is what they spend their time on.
Right now, your best AR people spend their days on the phone asking contractors if they received an invoice. That's a $50/hour person doing $10/hour work. It's not a good use of their skills, and they know it.
When the repetitive work — the calls, the matching, the reconciliation — is handled automatically, your team's time shifts to work that actually requires human judgment:
Credit decisions. Evaluating whether to extend terms to a new customer, increase a limit for an existing one, or tighten terms for an account showing warning signs. This requires context, relationships, and judgment that no automation can replace.
Customer relationships. Calling a customer to resolve a real problem — not to ask if they got an invoice. Proactive outreach to your top 20 accounts to ensure they're happy, not just current.
Dispute prevention. Instead of resolving the same pricing discrepancies after the fact, your team can work with sales and operations to fix the upstream process that generates the errors in the first place.
Strategic reporting. Instead of generating aging reports, your team can analyze payment trends, identify at-risk accounts early, and give your CFO the data they need to make better credit and cash decisions.
One plumbing and electrical distributor reported a 90% reduction in AR workload after automating collections and cash application. They didn't cut their AR team. They redeployed them to work that actually moved the needle.
The Payra Approach: Automation Without a New System
Most automation promises come with a catch: a new platform, a new login, a six-month implementation, and a team that has to learn a new system on top of their existing workload. That's why most distributors haven't automated — they've been burned before, or they've watched others get burned.
Payra works differently. It plugs directly into your existing accounting software — QuickBooks, Sage, Acumatica, NetSuite, Viewpoint, and others — through certified API integrations. No separate system. No parallel data entry. No new logins.
Your team works in the same software they use today. Payra automates the invoicing, the collection reminders, the payment matching, and the reconciliation in the background. The result: 10+ hours per week back per AR team, 40% average DSO reduction, and 85% of payments received same-day.
Weeks to value, not months. Same team, same workflows — dramatically less manual work.
Frequently Asked Questions
How much do construction distributors spend on manual accounts receivable processes per year?
A two-person AR team at a mid-market distributor processing 300–800 invoices per month typically spends 1,050–1,450 hours per year on manual AR tasks — collection calls, cash application, dispute resolution, aging reports, and reconciliation. At a fully loaded cost of $45–$55 per hour (salary, benefits, overhead), this totals $67,500–$82,500 per year, approximately $78,000 at the midpoint. This is the portion of AR labor spent on repetitive, rule-based tasks that automation handles automatically.
What accounts receivable tasks can be automated for distributors?
The following AR tasks can be fully automated: (1) invoice delivery and payment reminders — sent automatically at defined intervals without manual follow-up; (2) cash application and payment matching — AI matches incoming payments to open invoices instantly, including partial payments and ACH transactions; (3) aging report generation — updated in real time rather than exported manually each week; (4) ERP reconciliation — payments post automatically to accounting systems like QuickBooks, Sage, Viewpoint, or NetSuite; (5) routine collection follow-ups — automated reminders replace manual phone calls for standard past-due intervals. Tasks that still require human judgment include credit decisions, complex dispute resolution, and strategic customer relationship management.
How does AR automation reduce days sales outstanding (DSO) for distributors?
AR automation reduces DSO by eliminating three primary sources of payment delay: (1) invoicing lag — digital invoices sent same-day versus paper invoices mailed days after delivery; (2) payment method friction — ACH and card payments settle in 1–2 business days versus 5–7 days for paper checks; (3) collections delay — automated reminders trigger at precise intervals rather than waiting for a person to remember to call. Distributors using Payra see an average 40% reduction in DSO, with 85% of payments received same-day after implementation.
How long does it take to implement AR automation for a construction distributor?
Payra goes live in under 5 days for most construction material suppliers and distributors. The platform connects directly to existing accounting software — QuickBooks, Sage, Acumatica, NetSuite, Trimble Viewpoint, Foundation, and others — through certified API integrations. No separate system login, no parallel data entry, and no IT resources are required. Most distributors are processing live automated payments within one week of starting setup.
What results do distributors see after automating accounts receivable?
Distributors using Payra for AR automation report: 40% average reduction in days sales outstanding (DSO); 85% of payments received same-day; 10 or more hours per week returned to AR team members previously spent on manual tasks; and 90% reduction in AR workload in high-automation deployments. One plumbing and electrical distributor achieved a 90% reduction in AR labor after automating collections and cash application, redeploying their team to higher-value credit and customer relationship work.
