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.
- Expired discount still billingContract to billing · 11 accounts$4,400
- Credit issued without approvalBilling to GL · single account$47,200
- Usage recorded, never invoicedProduct logs to billing · 2,500 units$3,750
- Renewal uplift never appliedContract to billing · 11 accounts$12,600
You quoted $100,000. You collect $94,700.
Ray catches the $5,300 that disappears in between.
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.
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.
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.
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.
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.
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.
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.
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.
Subledger to GL reconciled continuously so upstream revenue errors never reach the close. The close confirms what finance already knew on Day 1.
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.

Success Story
$20.4M Annual Revenue Protection for a Cloud Communications Leader

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

Success Story
$375K Revenue Leakage Detected for B2B Communications Service Provider.
"It's awesome. I use xfactrs on a daily basis"
"The value and unit price mismatch checkpoint is super useful. We're able to know what's not reported in our own rejection reporting"
"Using xfactrs for last one week, I can think of a million things we can do"
"Reports are doing great, and checkpoints are doing their job of finding anomalies"
"If revenue drops, and accounts team ask us the cause for the drop, we now have the exact information"
"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?"
"By removing the risk of write off, we just catch the anomalies sooner than later"
"My gut feel has a system and facts to back it up now. This is great."
"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."
How much revenue is leaking from your quote-to-cash cycle?
Adjust the inputs below to see a real estimate for your business
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.
Featured Episode: Jane Koltsova
Sr. Director, FinOps and Order-to-Cash Transformation at Medidata shares insights on revenue leakage prevention and RevOps strategies.

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.

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.



