15 O2C Metrics Every Finance Leader Needs to Know to Get Ahead

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Key Takeaways
  • Mid-market finance teams often come across two suboptimal options: massive automation softwares that take forever to set up, or a bunch of lightweight tools that operate in silos and break with volume. HighRadius solves this
  • HighRadius offers an unified, agentic AI-powered platform that handles Accounts Receivables,  Accounts Payalbe, Record-To-Report, and Treasury and scales as the company grows from $100M to over $10 Billion
  • With over 50 pre-built ERP connections, integrations with 100+ banks globally and with Auto Consulting AI Agents that reduce implementation time by 50%, teams are  up and running in weeks – not 6 to 12 months
  • With industry-first Outcome Based Pricing, teams can now go live risk-free with $0 set-up fee, $0 subscription until go-live and they pay only when business outcomes improve via AI Agents – thereby realizing ROI in weeks

Introduction: Can Your Finance Stack Grow With You?

Fragmented finance systems cost mid-market teams up to 40% of their productivity through manual data entry and cross-system reconciliation. To scale from $100M to $1B+, your operations need to drive growth, not drag behind it. Yet, CFOs are continually forced into a false compromise: endure a massive, 12-month ERP implementation, or stitch together a "Frankenstein" stack of disconnected point solutions that drains IT resources and leaves Treasury guessing the daily cash position.

HighRadius breaks this cycle. As the only unified, AI-powered platform purpose-built for the mid-market Office of the CFO, HighRadius natively connects Accounts Receivable, Accounts Payable, Record-to-Report, and Treasury on a single data foundation. With 50+ pre-built ERP connectors, 190+ autonomous AI agents, and an industry-first outcome-based pricing model, you get enterprise-grade automation live in just weeks - reclaiming that 40% productivity with zero upfront risk and guaranteed ROI. Read on to know how you can stop financing data silos and start driving true financial velocity.

The Real Cost of Standalone Tools

Vendors selling standalone AR or AP tools love to promise quick, three-day setups. What they leave out is the headache of managing a fragmented tech stack. Buying a bunch of separate tools doesn't actually automate your work; it just puts your data silos on a screen.

  • The Messy Stack: If your collections software doesn't talk to your cash application tool, and neither connects to your accounts payable portal, your Treasury team is left guessing your daily cash position
  • The "Swivel-Chair" Tax: Your highly paid finance professionals end up doing the busywork - downloading spreadsheets from one dashboard just to manually upload them into another
  • The IT Headache: Lean IT teams end up juggling five vendor contracts, monitoring five different connections, and fixing things every time your ERP updates

For a growing mid-market company, standalone tools aren't a solution - they're technical debt.

Why HighRadius Unified Agentic AI Cash Platform For Mid-Market

The "Build vs. Buy" Trap

Trying to fix this, some teams decide to just build the connections themselves. They buy a few different point solutions and tell their IT team to stitch them together.

This just creates a Frankenstein tech stack. It's not a unified platform; it's a monster held together by digital duct tape. It’s fragile (one update breaks everything), it drains IT resources (they become full-time bug fixers), and the data is always delayed. You end up making decisions based on yesterday's numbers.

The TCO Reality Check: Unified vs. Fragmented

It’s easy to get drawn in by the low upfront price tag of a single, standalone tool. But when you zoom out and look at the Total Cost of Ownership (TCO) over three to five years, a fragmented tech stack quickly becomes a financial sinkhole.

When you run multiple point solutions, the software license is just the down payment. The real costs hide in the maintenance, integrations, and daily inefficiencies. Here is how the true cost of a unified platform compares to a stitched-together tech stack:

Expense CategoryMultiple Point Solutions (The Hidden Costs)One Unified Platform (HighRadius)
Software LicensesPaying premiums to 4–5 different vendors (AR, AP, Treasury, etc.), each with their own pricing models and annual hikes.One predictable subscription covering the entire Office of the CFO.
Implementation & IntegrationHigh consulting fees to build custom middleware, APIs, and data syncs between mismatched systems.$0 implementation fees. Over 50 pre-built connectors get you live in 4 to 8 weeks.
IT MaintenanceContinuous patching. Every time your ERP updates, IT has to spend weeks fixing broken API connections across 5 different tools.Zero maintenance tax. Because everything sits on one native architecture, all modules update together seamlessly.
Training & OnboardingA steep learning curve for new hires who have to navigate completely different interfaces and logins.A single, intuitive interface. Learn it once, use it across AR, AP, and Treasury.
The "Swivel-Chair" TaxExpensive finance talent spends hours manually moving data between disconnected dashboards just to reconcile numbers.Eliminated. A single shared data model means data flows instantly and autonomously across teams.

A unified platform doesn't just save your IT team from a massive headache; it drastically lowers your TCO. By eliminating the hidden costs of middleware, custom development, and manual data entry, your budget goes toward actual financial velocity.

HighRadius: One Platform, 190+ AI Agents

We work with over 800 mid-market companies like Pavion, Ring Container and BSN Sports because we know mid-market CFOs don't want "watered-down" software. You need enterprise power that's actually easy to use and faster to implement without much IT heavylift.

We do this with one platform that orchestrates 190 AI Agents. Because everything sits on the same data foundation, things actually work together. An AI Agent catching an early payment discount in AP instantly updates the liquidity forecast in Treasury.

These aren't basic rule-following bots or generic chatbots. They're trained to make decisions - like reading messy emails, matching payments to invoices, and predicting late payments - and they learn your business as they go.

HighRadius Unified Platform For AI Driven Finance In Mid-Market

Busting the Myth: Live in 4 to 8 Weeks

Competitors like to say HighRadius takes 6 to 12 months to set up. While HighRadius can provide enteprise-grade automation, our customers go live in weeks. With Auto Consulting AI Agents, we completely rebuilt our deployment process for both mid-market and enterprises so that we can get you live 50% faster.

Auto Consulting AI Agents cut out the human discovery phase. Instead of consultants camping in your conference room for weeks mapping out your fields, our AI plugs in, figures out your historical workflows, and maps the data in days. You get the power of AI-driven enterprise software without the wait time.

Keeping Your IT Team Happy

IT Directors usually ask two things: "Will this mess up my General Ledger?" and "Do we have the time to support this?" HighRadius is built to be an incredibly light lift for IT:

  • Plug-and-play: We have over 50 ready-to-go connectors for NetSuite, Sage Intacct, QuickBooks, MS Dynamics, Workday, SAP, Oracle, and major banks.
  • No custom coding: Your developers don't have to write any custom connections.
  • Your ERP stays clean: HighRadius does all the heavy lifting (reading invoices, matching, forecasting) and just writes the final, clean entry back to your ledger. Your ERP stays exactly as it is.

The ROI: Hard Numbers and Fast Results

We don't just sell software; we sell efficiency. Here is exactly what happens when our AI takes over the manual work across your finance team:

Finance FunctionThe Old Way (Fragmented)The HighRadius Way (Unified)Guaranteed Impact
Accounts ReceivableTeams chase accounts using outdated 30-day aging reports. Cash app requires manual downloads.AI scores credit risk in real-time, drafts personalized emails, and automates cash application.10% Lower DSO
40% Productivity Gain
Accounts PayableClerks manually type data from PDFs and chase down internal approvals via email.AI extracts line-item data, performs 3-way matching, and only flags exceptions for humans to review.40% Lower AP Cost
40% Productivity Gain
Record-to-ReportAccountants spend month-end manually matching thousands of transaction lines in Excel.AI matches transactions daily and instantly flags anomalies before the month ends.30% Faster Close
80% Faster Reporting
TreasuryAnalysts spend hours logging into multiple bank portals to cobble together cash positions.AI pulls global bank data in real-time, building predictive liquidity models automatically.50% Less Idle Cash
100% Cash Visibility
B2B PaymentsCompanies bleed margin paying flat credit card fees and manually managing PCI compliance.Smart routing shifts payments to lower-cost channels while keeping portals 100% secure.50% Fee Recovery
100% PCI Compliant

2026 Playbook: AI vs Legacy AR Tools

Discover why AI-led AR is the new standard for speed, accuracy, and scale.

  • 90%+ process automation
  • Faster dispute resolution
  • Smart collections prioritization
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Outcome-Based Pricing: Go Live Risk-Free

Buying software usually means paying huge upfront fees and hoping it actually works. We got rid of that gamble. With our outcome-based pricing, you only pay for results.

  • $0 Implementation Fees.
  • $0 until the platform is live.

You only pay us when the AI actually hits the goals we agreed on in your contract (like lowering your DSO or speeding up your close). If we don't deliver, you don't pay. Our revenue is tied directly to your success.

Real-World Proof: How Pavion Achieved A 66% Productivity Boost

How HighRadius Drove 66% Improvement In Productivity Via Agentic AI For Pavion, A Mid-Market Firm

It's one thing to talk about the theory of a unified platform; it's another to see the hard numbers in action. Pavion, a rapidly growing integration solutions provider, partnered with HighRadius to completely transform their Office of the CFO.

Under the leadership of Jorge Turruellas, VP Treasurer, Pavion bypassed the "Frankenstein" tech stack approach and deployed the HighRadius Unified Agentic AI Platform. They wanted to bridge the gaps between Treasury, Order-to-Cash (O2C), and Record-to-Report (R2R) using a single foundation.

The headline result? A massive 66% overall productivity improvement and significantly accelerated working capital.

Here is exactly what that unified success looks like across their different finance functions:

  • Treasury (Cash Management): By letting AI handle the heavy lifting of cash positioning, Pavion achieved an 82% automated bank integration rate and an 88% automated cash flow category tagging rate. The Treasury team no longer wastes mornings logging into multiple bank portals to figure out where their cash sits
  • Order-to-Cash (Cash Application): On the receivables side, AI assistants took over the manual remittance matching process, hitting a 92% item automation rate and a 97% header automation rate. Cash gets applied effortlessly, freeing up customer credit lines faster
  • Record-to-Report (Bank Reconciliation): The dreaded month-end sprint was drastically reduced. Pavion reached a 95% transaction auto-match rate and 90% automated journal posting, keeping their general ledger accurate without the Excel-based busywork

Instead of buying three separate tools for these departments and forcing IT to build integrations, Pavion used one unified platform to drive simultaneous, compounding ROI across their entire finance organization.

Read the full case study here: Pavion's Unified Platform Case Study.


Bottom Line: What You Need To Do

Mid-market companies are the engine of the economy, but they shouldn't be forced to run on clunky tech. If your finance team is drowning in manual work, your IT team is sick of managing a dozen different apps, and you need a system that grows with you from $100M to $10B, standalone point solutions aren't going to cut it. It’s time to unify your finance office with HighRadius.

Learn More about HighRadius' Accounts Receivable Software

Achieve lower DSO, improved working capital, and enhanced productivity with our AI-powered accounts receivable platform that seamlessly integrates with modern ERPs.

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AI Prioritized Worklist

Collections

Accelerate payment recovery from delinquent customers and boost cash flow through automated collection workflows.

AI Prioritized Worklist

Cash App

Achieve same day cash application with automated remittance aggregation.

AI Prioritized Worklist

Credit

Mitigate credit risk, reduce bad debt, and streamline customer onboarding with AI-powered insights.

AI Prioritized Worklist

Deductions

Reduce Revenue Leakage with AI Prediction models that identify valid and invalid deductions.

FAQs On How HighRadius Can Help Mid-Market Via Unified Agentic AI Platform

Yes, HighRadius is highly effective for mid-market organizations. While historically known as an enterprise solution, HighRadius has explicitly rebuilt its platform to scale with growing companies transitioning from $100M to $10B in revenue. Over 800 mid-market companies (like BSN Sports and Pavion) use HighRadius because it delivers enterprise-level automation without the watered-down features or heavy IT lift typical of mid-market point solutions.

No. While most of the enterprise software often requires long setup times, HighRadius guarantees a go-live timeline of just 4 to 8 weeks. This speed is achieved through Auto Consulting AI Agents, which replace traditional human discovery phases and pre-built integrations with 50+ ERPs and 100+ banks globally . Instead of consultants spending weeks mapping your fields manually, the AI plugs in, analyzes your historical workflows, and maps the data in days.

 

Not at all. HighRadius is designed to be plug-and-play to keep lean IT teams happy.

  • Pre-built Connectors: It includes over 50 ready-to-go connectors for major systems like NetSuite, Sage Intacct, QuickBooks, MS Dynamics, SAP, and Oracle.

  • Zero Custom Coding: Developers do not need to stitch together fragile APIs.

  • Clean ERP: HighRadius does the heavy lifting (reading invoices, matching) and simply writes the final, clean entry back to your ledger without messing up your ERP.

Only on the surface. When evaluating the best accounts receivable software for midmarket, looking at the initial price tag is a “build vs. buy” trap. A fragmented tech stack quickly becomes a financial sinkhole when you factor in the 3–5 year Total Cost of Ownership (TCO). You end up paying for multiple vendor licenses, costly custom middleware, and endless IT patches every time your ERP updates. HighRadius requires zero maintenance tax because all modules update seamlessly together on a native architecture.

HighRadius utilizes over 190 AI Agents across its platform. These aren’t basic rule-following bots; they are trained to make complex decisions. In accounts receivable specifically, the AI scores credit risk in real-time, drafts personalized collections emails, and automates cash application. This shift from manual work to AI-driven automation delivers guaranteed impacts, such as a 10% lower DSO (Days Sales Outstanding) and a 40% productivity gain.

HighRadius operates on an industry-first Outcome-Based Pricing model.

  • $0 Implementation Fees: You pay nothing for the setup.

  • $0 Until Live: You don’t pay until the platform is fully operational.

  • Pay for Results: You only pay when the AI successfully hits the agreed-upon contractual goals, such as lowering DSO or accelerating your month-end close.

Mid-market finance teams often struggle with the “swivel-chair tax” – wasting hours manually moving data between disconnected tools. The best accounts receivable software for midmarket businesses doesn’t operate in a silo. HighRadius provides a unified platform that handles Accounts Receivable, Accounts Payable, Record-to-Report, and Treasury. This shared data model eliminates data silos, drastically lowers the Total Cost of Ownership (TCO), and ensures information flows instantly across your entire finance office.

Resource Library

Resource Hub

12 Collection Strategies for Every Aging Bucket (FREE)
ASSETS
12 Collection Strategies for Every Aging Bucket (FREE)

Optimize collections across aging buckets with data-driven strategies that reduce costs and improve recovery rates.

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21 Credit & Collection Email Templates
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21 Credit & Collection Email Templates

Accelerate collections and reduce past dues with proven email templates designed to improve response rates and mitigate credit risk.

Download Free Templates
23 Credit & Collections Specialist SMART Goals
ASSETS
23 Credit & Collections Specialist SMART Goals

Drive team performance and accountability with measurable goals that improve collections efficiency and decision-making.

Download Free Guide
DSO Calculation Excel Template
ASSETS
DSO Calculation Excel Template

Calculate and benchmark DSO while identifying opportunities to improve cash flow and unlock working capital.

Calculate DSO

Loved by brands, trusted by analysts

HighRadius Named as a Leader in the 2024 Gartner® Magic Quadrant™ for Invoice-to-Cash Applications

Positioned highest for Ability to Execute and furthest for Completeness of Vision for the third year in a row. Gartner says, “Leaders execute well against their current vision and are well positioned for tomorrow”

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The Hackett Group® Recognizes HighRadius as a Digital World Class® Vendor

Explore why HighRadius has been a Digital World Class Vendor for order-to-cash automation software – two years in a row.

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HighRadius Named an IDC MarketScape Leader for the Second Time in a Row For AR Automation Software for Large and Midsized Businesses

HighRadius stands out as an IDC MarketScape Leader for AR Automation Software, serving both large and midsized businesses. The IDC report highlights HighRadius’ integration of machine learning across its AR products, enhancing payment matching, credit management, and cash forecasting capabilities.

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Forrester Recognizes HighRadius in The AR Invoice Automation Landscape Report, Q1 2023

Forrester acknowledges HighRadius’ significant contribution to the industry, particularly for large enterprises in North America and EMEA, reinforcing its position as the sole vendor that comprehensively meets the complex needs of this segment.

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1100+

Customers globally

3400+

Implementations

$18.9 T.

Transactions annually

37

Patents/ Pending

6

Continents

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Resources

Credit Management | Credit & Collection | Invoice to Cash | Invoice Collection | B2B Payments | O2C Analytics | Integrated Receivable | Credit Application | Exception Management | Dispute Management | Trade Promotion | Dunning Management | Financial Data Aggregation | Remittance Processing | Collaborative Accounts Receivable | Remote Deposit Capture | Credit Risk Monitoring | Credit Decisions Engine

Ebooks, Templates, Whitepapers & Case Studies

Accounts Receivable Dashboard | Credit and Collection Goals | DSO Calculation Template | Accounts Receivable Aging Report Template | Business Credit Scoring Model | AR Aging Worklist Prioritization | Collection Email Templates | Strategies to Reduce DSO | Collection Maturity Model Template | Credit & Collection Email Templates | Credit Policy Sample | Credit Application Checklist Spreadsheet Template | Collection Email Automation with Excel