Real-time Billing From Raw Events

This is a product design choice that moves billing logic out of spreadsheets and warehouse batch jobs and into the billing system itself. Instead of asking engineers or finance teams to first roll billions of product events into daily customer totals, Sequence takes raw events, keeps running counters per account, and applies pricing rules directly, which makes mid cycle plan changes, tier thresholds, minimum commits, and audit trails much easier to handle.

• Pre aggregated usage means someone upstream has already turned raw actions, like API calls or GPU seconds, into a single billable number. Sequence skips that step by ingesting events through its API or from Snowflake and BigQuery, then materializing billable metrics itself in real time.
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• That puts Sequence closer to Metronome than to older subscription billing tools. Metronome also wins by ingesting raw events and aggregating billable metrics in real time, while traditional systems often depend on lower throughput billing engines or customer managed warehouse logic.
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• The practical advantage for finance teams is fewer handoffs. Contract terms, usage meters, invoices, and revenue schedules live in one system, instead of stitching together CPQ, metering, billing, and rev rec tools that can drift out of sync when pricing gets more complex.
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The market is moving toward raw event native billing because AI, API, and infrastructure companies price on tokens, calls, credits, and compute that change constantly. As that pricing spreads beyond infrastructure into mainstream B2B SaaS, platforms that can turn messy event streams into finance ready invoices and revenue schedules should take share from batch based billing stacks.