Top 5 Industries with High AR Collection Days & How Automation Is Helping Them

Industries

Getting paid late is one of the biggest headaches for finance teams. It squeezes cash flow, delays reinvestment, and forces companies to borrow just to stay liquid. Some industries deal with this more than others not because they’re inefficient, but because their business models naturally create long payment cycles.

However, that story is changing. Automation is steadily cutting down Days Sales Outstanding (DSO) across even the toughest sectors. Let’s break down the five industries that face the longest AR collection timelines and how they’re using automation to turn their receivables around.

1. Construction and Engineering

Few industries have a more tangled billing process than construction. Between subcontractors, retainage clauses, change orders, and compliance documents, invoices go through multiple layers of review before money moves.

What causes delays:

  • Multiple approval chains involving owners, general contractors, and subcontractors.
  • Payment retention and holdbacks until project milestones are verified.
  • Manual paperwork for lien waivers and insurance certificates.

How automation helps:
 Automation tools are bringing structure to a chaotic process. Invoices are now generated directly from project management systems once milestones are met, pulling in approved quantities and pricing automatically. Document management modules ensure that lien waivers and insurance forms are attached before billing goes out.

Dispute resolution is also getting faster automated workflows route invoice questions to the right project manager and track every response until closure. The result? More invoices go out error-free, and payments come in weeks sooner.

2. Healthcare and Medical Services

Hospitals and clinics often operate with huge outstanding receivables. Between insurers, government programs, and patients, each payment source follows its own set of rules and timeframes.

What causes delays:

  • Insurance eligibility or prior authorization issues.
  • Denials caused by incorrect coding or missing documents.
  • Fragmented patient billing systems and slow claim resubmissions.

How automation helps:
 Automation platforms are cleaning up this maze. Eligibility verification happens automatically at the time of scheduling, preventing rejected claims later. Claims scrubbing engines flag coding errors before submission.

Even after payments arrive, robotic processes post remittance advice automatically, match it to the right claim, and highlight underpayments for appeal. Hospitals using these systems report significant reductions in their denial rates and faster turnaround on patient payments all while freeing staff from manual data entry.

3. Oil, Gas, and Field Services

Oilfield service providers live with complex contracts: volume-based pricing, fluctuating rates, and ticket-based approvals from the field. When billing depends on manual ticket entry and multiple sign-offs, collections get slow fast.

What causes delays:

  • Field tickets missing approval or details.
  • Price adjustments based on fluctuating rates or surcharges.
  • Long internal review processes for customer verification.

How automation helps:
 Modern AR systems now connect directly to field data capture tools. Once a technician finishes a job and gets digital approval, the data syncs instantly to the billing system. The invoice goes out with attached ticket images and GPS-stamped timestamps eliminating the back-and-forth over missing proof.

Contract automation adds another layer: billing engines automatically apply rate decks, volume discounts, or surcharges, ensuring invoices match contract terms perfectly. This reduces disputes and speeds up payments from major operators.

4. Wholesale and Distribution

Wholesalers manage thousands of invoices every month across retailers, resellers, and regional distributors. That sheer volume, combined with short-pay practices, makes AR management a constant battle.

What causes delays:

  • Disputes over damaged goods, shortages, or price differences.
  • Customers taking deductions without notice.
  • Paper-based invoice delivery and limited visibility for buyers.

How automation helps:
 By digitizing every touchpoint. Electronic invoicing (EDI) ensures that customers receive invoices instantly and in their preferred format. Automation tools also classify deductions automatically identifying which are valid and which need follow-up.

On top of that, customer portals are giving buyers a self-service experience: they can view statements, download invoices, and pay directly online. The result is fewer emails, fewer disputes, and faster payments even from big-box retailers known for long cycles.

5. B2B SaaS and Professional Services

Software companies and consultancies often work on long contracts with frequent scope changes. Pricing revisions, renewals, and mid-term upgrades can quickly create confusion in billing.

What causes delays:

  • Misalignment between service delivery and invoicing.
  • Manual tracking of usage, seat counts, or project hours.
  • Enterprise clients pushing extended payment terms.

How automation helps:
 For SaaS, automation links usage data (like API calls or user seats) directly with billing. Invoices are generated automatically at the end of each cycle with precise usage metrics. For services firms, timesheets and deliverables feed directly into billing systems, ensuring accurate and timely invoicing.

Automated reminders and payment links integrated into customer dashboards also help maintain steady cash inflow. Clients can view their accounts, download invoices, and pay online without waiting for manual follow-ups.

The Common Thread: Preventing Errors Before They Reach the Customer

Across all these industries, one theme stands out most payment delays aren’t because customers won’t pay, but because something went wrong before the invoice ever reached them. Maybe the PO was missing, the pricing was wrong, or a document wasn’t attached.

Automation solves that by validating data at every step. It checks whether contracts, approvals, and rates match before sending invoices. Once the invoice is correct and easy to pay, collection times drop dramatically.

Building a Smarter AR Workflow

Companies adopting modern AR automation are following a few key principles:

  1. Centralize data: Connect order systems, CRM, and ERP so billing pulls directly from verified data.
  2. Send clean invoices: Automatically attach required proof delivery receipts, time logs, change orders before sending.
  3. Segment customers by risk: Use analytics to focus human collectors on high-risk accounts and automate the rest.
  4. Digitize payments: Offer ACH, cards, and e-wallet options directly from statements or portals.
  5. Track promises-to-pay: Automated reminders adjust dynamically based on payment behavior.

When these practices are combined, cash flow becomes predictable, and AR stops being a constant firefight.

The Role of Technology

Finance leaders are realizing that spreadsheets and email threads can’t keep up with modern customer expectations. They need systems that combine intelligence, visibility, and automation tools that not only send invoices but also monitor payment health across every customer relationship.

That’s where modern accounts receivable software comes in. It brings invoicing, collections, dispute resolution, and cash application into one platform. With real-time dashboards, collectors know exactly which customers to contact, and CFOs finally have a clear forecast of incoming cash.

Final Thoughts

Industries like construction, healthcare, oil & gas, wholesale, and B2B services all share the same challenge long, unpredictable AR cycles. But with automation, that challenge is no longer a cost of doing business. It’s an opportunity to gain control over cash flow, reduce working capital strain, and strengthen customer relationships.

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