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Agentic Revenue Assurance

Detect & prevent revenue anomalies across quote-to-cash.

xfactrs runs 500+ control points across quote-to-cash on every transaction, every day, so that you can detect and prevent revenue anomalies in real-time.

Built for subscription, usage-based and recurring revenue businesses. Supports ASC 606 and IFRS 15.

$20.4M Annual revenue protected for a cloud communications provider
$2.4M Caught during a billing migration worth $50M ARR
3 days to close Down from 14. Same finance team, one year apart
SOC 2 Type II Certified. Read-only access to your systems
xfactrs | Ray catches revenue anomalies at every stage

You quoted $100,000. You collect $94,700.

Ray catches the $5,300 that disappears in between.

RAY
Quote
$100,000
as sold
Contract
$98,000
as signed
Invoice
$95,600
as billed
Payment
$94,700
as collected
−$2,000
Discount added after approval
Flagged by Ray
−$2,400
Usage never billed
Flagged by Ray
−$900
Short payment written off
Flagged by Ray
$0 caught on this contract 500+ controls, running continuously
Agentic Revenue Assurance

Four ways we assure your revenue

One platform across quote-to-cash. Pick an area to see the value, the live view your team gets, and the domain expertise behind it.

Revenue Leakage Detection
Catch the loss before it compounds.

Agents watch usage to billing, contracts, renewals, credits, and provisioning at the same time. Every anomaly surfaces with root cause and dollar impact in real time, not at the next audit.

4-10%Revenue found across Q2C
<30sAnomaly to root cause
500+Domain control points
Our expertise

Built by quote-to-cash and finance practitioners. These are domain control points for every revenue stage, not generic anomaly detection bolted onto your data.

Explore Leakage Detection  →
Leakage detectionLive
$473K
Revenue at risk, detected right now
Usage vs billing mismatch$284K
Renewal pricing violations$127K
Unapproved credit adjustments$62K
41 accounts affected$8.2K recovered today
Reconciliation Assurance
Make close a confirmation, not an investigation.

Six system pairs reconciled continuously: contract, billing, usage, revenue, GL, invoice, and cash. The system tells finance what matches, what does not, and exactly why, within minutes.

6 pairsReconciled continuously
70%Faster reconciliation
DaysTo root cause, not weeks
Our expertise

Reconciliation that understands ASC 606 and IFRS 15 timing across your CRM, CPQ, billing, ERP, and GL, so a timing difference is never mistaken for a loss.

Explore Reconciliation  →
Reconciliation statusLive
Contract ↔ Billing✓ Aligned
Usage ↔ Billing$3,750 open
Billing ↔ Revenue✓ Aligned
Revenue ↔ GL✓ Aligned
Invoice ↔ Cash✓ Aligned
Billing ↔ GL$36K open
4 of 6 pairs aligned$39.7K open, assigned
Audit Assurance
Walk into audit with the evidence already built.

500+ controls run on every transaction, not a sample. Each exception becomes an audit-ready evidence record with detection time, root cause, resolution, and financial impact attached.

100%Coverage vs sampling
AutoEvidence trail
Weeks→0Audit prep
Our expertise

A continuous control layer on top of your stack. We do not replace your auditors, ERP, or revenue system. We make the data flowing into them accurate and aligned.

Explore Audit Assurance  →
Control environmentContinuous
497/500
Controls passing, continuously
Usage vs billing controlEvidence built
Renewal pricing · 8 flaggedEvidence built
Credit approval · 3 flaggedEvidence built
100% transaction coverageAudit prep: 0 weeks
Close Assurance
Close in three days, not twelve.

Exceptions are caught and resolved during the billing cycle, weeks before close begins. The controller opens close with a live readiness score and a pre-resolved exception list.

14→3Days to close
ZeroLate GL adjustments
1 of 12Open items vs last quarter
Our expertise

Subledger to GL reconciled continuously so upstream revenue errors never reach the close. The close confirms what finance already knew on Day 1.

Explore Close Assurance  →
Close readinessQ3 · Day 2 of 3
96%
Ready to close
1 item remaining
Day 1 ✓
Day 2
Provisioning overage, unbilled$18K open
1 open item now, 12 last quarter0 late adjustments

What xfactrs Delivers

The numbers finance leaders care about

Not platform metrics. Business outcomes. Measured across real deployments with subscription and SaaS companies.

4-10%

Revenue anomalies detected across quote-to-cash process. 

14->3 days

Reduction in days to close

3-6 days

Audit prep time eliminated

71%

More audit coverage 

100%

Real-time anomaly detection

Zero

Sampling based audit

See it in Action

What assurance looks like in agentic finance

Ray is xfactrs' AI powerhouse that ensures that your revenue is monitored and assured across the quote-to-cash process and the finance areas. 

💬 Ask Ray

Reggie Perkins

VP, Billing & Corporate Applications,
C Spire

shares how xfactrs is integrated with their subscription systems and ensures Revenue Assurance.

xfactrs Revenue Protection Success Story Revenue Leakage Detection

Success Story

$20.4M Annual Revenue Protection for a Cloud Communications Leader

xfactrs Migration Assurance Success Story

Success Story

Prevented $2.4M Annual Revenue Loss During System Consolidation worth $50M ARR.

xfactrs Revenue Leakage Detection Success SaaS Stories-min

Success Story

$375K Revenue Leakage Detected for B2B Communications Service Provider.

"It's awesome. I use xfactrs on a daily basis"

Finance Business Applications

"The value and unit price mismatch checkpoint is super useful. We're able to know what's not reported in our own rejection reporting"

VP of Finance

"Using xfactrs for last one week, I can think of a million things we can do"

Finance Controller

"Reports are doing great, and checkpoints are doing their job of finding anomalies"

Director of Accounting

"If revenue drops, and accounts team ask us the cause for the drop, we now have the exact information"

Revenue Accounting

"The results are very actionable. I can go to project managers and say we've noticed the gap in the billing. What are we doing now?"

VP of Finance

"By removing the risk of write off, we just catch the anomalies sooner than later"

VP of Finance

"My gut feel has a system and facts to back it up now. This is great."

CFO

"I've been able to setup all my needed Control Points. I think this will definetely help me to see the issues that need to be fixed all in one place."

Director, Billing Ops

How much revenue is leaking from your quote-to-cash cycle?

Adjust the inputs below to see a real estimate for your business

Your numbers
$200M
6.0%
70%
18%
Your estimate
Annual revenue leakage
$12.0M
6% of $200M ARR across quote-to-cash
Recoverable per year
$8.4M
With continuous detection
ROI multiple
21x
Typical 3-year return
Margin improvement
+210 bps
Net margin: 18% → 20.1%
Revenue protected70%
Remaining leakage30%
Get a Detailed Assessment →

Margin improvement shown in basis points (bps). 100 bps = 1 percentage point. Estimates based on industry benchmarks across SaaS and subscription businesses.

Getting connected

Read-only access. Two to three weeks. No data migration.

What we need from you

Read-only API access to your billing and financial systems, and one technical contact for connection setup. Nothing is written back into your systems.

How long it takes

Two to three weeks for connection setup across a standard stack. First anomalies typically surface within 15 days of the systems being live.

What your team does not do

No data migration, no rules to write from scratch, no professional services engagement. The 500+ control points ship with the platform.

ZuoraSalesforceSalesforce BillingGotransverseOracle BRMNetSuiteCongaSAPStripeNetcrackerChargebeeBillingPlatform ZuoraSalesforceLogiSenseSalesforce CPQOracle BRMNetSuiteCongaSAPStripeNetcrackerChargebeeBillingPlatform
Revenue Checkpoint with Jane - Revenue Leakage Detection xfactrs

Featured Episode: Jane Koltsova

Sr. Director, FinOps and Order-to-Cash Transformation at Medidata shares insights on revenue leakage prevention and RevOps strategies.

 

xfactrs CFO Playbook for Revenue Leakage Detection

CFO Playbook for Revenue Protection

This CFO playbook is your step-by-step guide to identifying and eliminating these leaks before they eat into your margins.

 

xfactrs - Top AI-Based Revenue Leakage Detection Platform Award

Top AI Based Revenue Leakage Detection Platform 2025

This award is in recognition of xfactrs’ stellar reputation and trust among customers and industry peers, evident in the numerous nominations CFO Tech Outlook received from its subscribers. xfactrs emerged as the Top AI Based Revenue Leakage Detection Platform 2025 after an exhaustive evaluation by an expert panel of C-level executives, industry thought leaders, and CFO Tech Outlook editorial board.

Ready to Protect Your Revenue?

Join industry leaders who trust xfactrs to safeguard their revenue streams. Get a personalized demo and see how much revenue you could be saving.

Fully Secured

SOC 2 Type II Certified

Measurable Impact

Track and Quantify Revenue Protection

Zero Implementation Risk

Driven by Q2C and Financial Experts

Questions finance teams ask

Revenue assurance, answered plainly.

Revenue leakage is the gap between what your business should have billed and collected and what it actually did. It happens at every stage of quote-to-cash: quotes priced outside policy, usage that never reached an invoice, contracts that changed while billing did not, renewals that repriced incorrectly, and payments that failed without recovery.

MGI Research reports that 42% of companies experience revenue leakage, typically 3 to 7% of top-line revenue each year. At $500M ARR, that is $15M to $35M a year moving through process gaps your systems were never built to catch.

A dashboard shows you data and waits for someone to notice. Agentic revenue assurance means the system monitors revenue across every stage, finds the exception, traces it to the field and system that caused it, calculates the dollar impact, creates the evidence record, and routes it to an owner. No report has to be requested for any of that to happen.

xfactrs does this through Ray, its agent, running continuously across CRM, CPQ, contracts, billing, invoicing, payments and the GL. A dashboard tells you after close. Agentic assurance tells you while there is still time to reissue the invoice.

No. xfactrs runs on top of the systems you already have and validates the data flowing between them. BlackLine reconciles what the GL says. xfactrs checks that what billing sent to the GL was right in the first place. Your ERP records revenue. xfactrs confirms what gets recorded matches what was contracted, delivered, billed and collected.

You keep your stack. xfactrs covers the gap between the systems in it.

Finance owns the outcome, usually the Controller, Chief Accounting Officer or CFO, since they carry the reported number. Billing operations or revenue operations owns the operational connection, and IT validates the integration. Budget typically sits with the CFO.

The exceptions themselves route to whoever owns the control that caught them, which is often outside finance. That is the point: the fix belongs where the error originated.

Yes. Both standards are supported, which matters for businesses reporting under IFRS 15 in Europe and ANZ, and for groups running dual reporting across a US parent and international entities.

The practical benefit is in reconciliation. A revenue timing difference that is correct under the standard should never be flagged as a loss, and the control points are built to tell those two situations apart.

Connection setup takes two to three weeks across a standard stack. First anomalies typically surface within 15 days of systems going live, because the 500+ control points ship with the platform rather than being written during implementation.

The 15-Day Challenge is built around that timeline: connect one quote-to-cash system, and we show you a real exception from your own data with the root cause and dollar impact attached.

That leakage is happening in your business, with one concrete example from your own systems. It does not produce a total leakage figure, and any vendor promising one in 15 days is estimating rather than measuring.

One verified exception, traced to its source, is usually enough. Finance leaders accept the industry benchmark and assume it applies to someone else. A single real finding from their own data ends that conversation faster than any statistic.