For the CRO
You know revenue moved. The argument is about why.
The CRM says one number, finance closes on another, and the reason for the move is whoever tells the best story in the pipeline review. SQOR.ai computes revenue from the same ledger finance closes on, computes the drivers behind every move, and forecasts every line, so the revenue conversation starts from a number nobody can dispute.
Last reviewed 5 August 2026
The short answer
One revenue number, its causes, and where it is heading.
Revenue, computed from the ledger and broken down by product, region, segment and customer on the same reconciled basis. When a line moves, the drivers behind the move are computed and ranked rather than narrated, and every line carries a forecast, so the review is about the next quarter instead of the last one.
The number matching the books is the point. A revenue figure finance will not sign is a meeting about data. A revenue figure finance already agrees with is a meeting about revenue.
What changes
The revenue review, rebuilt on computed ground.
01
The number is the closed number
Revenue is computed from the same ledger finance closes on and reconciled to it. The gap between the CRM's story and the books stops being discovered at quarter end.
02
Why is computed, not narrated
When a region or product line moves, the drivers are computed and ranked: mix, volume, pricing, churn, timing. The explanation stops depending on who presents it.
03
Every line carries a forecast
Not one number for the company, a forecast on every revenue line you can open: by product, by region, by segment. Where the quarter is heading is visible while there is still quarter left.
04
Goals sit on every measure
Targets attach to any line, variance is computed against them continuously, and the lines drifting from plan surface themselves instead of waiting for the review to find them.
Beside your stack
It reads your revenue stack. It does not replace it.
A CRO does not need another system of record. The problem is that the ones you have disagree.
The CRM stays the CRM
Salesforce or HubSpot keep running exactly as they do. SQOR reads them read-only as sources, alongside billing and the ledger, and nothing writes back.
Booked truth and pipeline view, kept honest
Closed revenue is anchored to the ledger. Pipeline and activity come from the CRM and are useful precisely because the closed side is reconciled: the gap between what was promised and what landed is measured instead of remembered.
Cross-system questions answered
Which segment's discounting eroded margin, whether the churned revenue clustered in one product's customers, what the new pricing did to renewal rates. Questions that cross the CRM, billing and the ledger are the ones no single tool answers today.
The whole revenue team included
Seats are unlimited, so regional leaders and RevOps see the same reconciled view you do rather than exporting their own versions of it.
Why this was not possible before
Revenue analytics inherited the CRM's optimism.
Most revenue reporting is built on the CRM because that is where the data was easy, which means it inherits everything the CRM gets wrong: deals that close in the ledger differently than they closed in the pipeline, credits and adjustments that never flow back, and a number finance quietly corrects every quarter.
SQOR.ai starts from the other end. Machine learning computes every figure from the ledger and the source systems and reconciles them, the causal layer computes what drove each move, and the AI that explains it all is blocked from inventing a number. The CRM becomes a source of truth about activity instead of the referee of record.
Questions
What revenue leaders ask.
How is this different from our CRM dashboards?
CRM dashboards report what the CRM believes, and the CRM believes what was typed into it. SQOR computes revenue from the ledger finance closes on, reconciles it, and reads the CRM alongside it, so the difference between the pipeline's story and the booked outcome is itself a measure you can watch instead of a surprise at quarter end.
Does it replace Salesforce reporting or our RevOps stack?
No. It connects read-only to the CRM, billing and the ledger and nothing writes back. What it replaces is the hand-built layer between those systems: the exports, the reconciliation spreadsheets and the deck that explains why the numbers disagree.
Can it actually tell me why revenue moved?
Yes, and that is the specific reason it exists. The causal layer computes and ranks the drivers behind a move, mix, volume, pricing, churn and timing among them, from your own data. The AI explains that computed result and is blocked from inventing its own, so the why holds up in the same meeting the number does.
What does it cost?
The subscription is $48,960 a year for 25 users all-in with the data warehouse included, priced on questions asked rather than seats, and set-up is a nominal fee that covers the proof of concept.
How long until my team is using it?
Two weeks to your own people testing on your own data, once read-only access is in place. Week one captures the questions your pipeline and revenue reviews actually ask. Week two is ingestion, generation and reconciliation against your ledger.
Bring the number finance disputed last quarter.
We will compute it from your ledger, show the drivers behind it, and put a forecast on it, on your own data, in the first two weeks.