Deterministic Revenue Attribution
for SaaS Recovery.
Open rates are vanity metrics. Paid invoices are facts. Arcli traces recovered MRR from workflow dispatch to finalized Stripe billing state with explicit attribution windows.
Engagement is Not Revenue
Generic marketing automation platforms are built to measure top-of-funnel engagement—clicks, opens, and page views. But in subscription SaaS, an "opened email" does not equal revenue. If a user clicks a dunning warning but their bank subsequently declines the transaction, marketing tools often falsely claim a "conversion."
The Ledger Reality
True attribution requires infrastructure that listens to the source of truth. If you cannot tie a specific recovery flow deterministically to a cleared invoice.paid webhook, your financial reporting is built on assumptions. This fragments data between your Growth team and your Finance department.
The Cost of "Phantom MRR"
When Growth teams rely on engagement-based attribution for retention workflows, they optimize for the wrong metrics. A SaaS company spending $2,000/month on generic retention tools often looks at a dashboard showing "15% Conversion."
But when Finance reconciles the Stripe ledger, the actual MRR gained is obscured by double-counting, organic renewals, and false positives.
Deterministic Reconciliation
By proving which workflows resulted in cleared Stripe invoices, teams can optimize for actual ARR.
The Full-Cycle Attribution Pipeline
Because our billing infrastructure strictly locks state, we can trace the exact progression of a customer from failure back to active status.
Workflow Dispatch
Every transactional message is tagged with strict tenant and event identifiers, originating from the rules defined in the deterministic scoring engine.
Behavioral Re-entry
The system observes when the user re-authenticates and updates billing details, tying product analytics to the recovery payload.
State Reconciliation & MRR Logging
Arcli waits for the absolute source of truth. We only evaluate whether a failed payment was resolved when the invoice.paid webhook clears. Only then is MRR mapped back to the campaign.
Built for Engineering and Finance
If the VP of Finance asks, "Why are we claiming $12,000 in recovered revenue this month?", your engineering team can export a clean, timestamped pipeline showing the exact progression of every dollar.
[
{
"timestamp": "2024-05-24T08:01:12Z",
"event": "stripe.invoice.payment_failed",
"state": "risk_detected",
"tenant_mrr": 249.00
},
{
"timestamp": "2024-05-24T08:01:13Z",
"event": "arcli.workflow.dispatched",
"campaign_id": "dunning_tier_1",
"idempotency_key": "req_8f72k_dun1"
},
{
"timestamp": "2024-05-25T14:22:05Z",
"event": "stripe.invoice.paid",
"state": "resolved",
"attribution": {
"status": "confirmed",
"recovered_mrr": 249.00,
"credited_to": "dunning_tier_1"
}
}
]Attribution & Data FAQ
How does Arcli differ from standard CDP attribution?
Generic marketing platforms measure top-of-funnel engagement, such as clicks. Arcli measures finalized financial state by tracing recovery interactions directly to successful Stripe invoice.paid webhooks, eliminating phantom MRR reporting.
Can we export this data to our data warehouse?
Yes. Arcli maintains immutable audit logs for every state change. Data and Finance teams can export this pipeline into Snowflake, BigQuery, or Redshift for unified ledger reconciliation.
What if a user organically renews?
Arcli enforces strict, time-bound attribution windows combined with interaction checks. If a user updates their billing information organically without triggering or interacting with a dispatched flow, Arcli does not falsely claim the recovered revenue.
Is the attribution model customizable?
Yes. While we default to strict last-touch financial resolution, your data team can adjust attribution windows (e.g., 24 hours vs 7 days) to match your internal finance department's reconciliation logic.