Payinference
Data ingestion

Payment Intelligence

Payment Intelligence is the input layer of every decision. It continuously gathers payment context, PSP telemetry, provider health, risk signals, cost and retry data, and outcome feedback, and keeps them cached so the Decision API always evaluates current signals without calling a provider on the hot path.

Data ingestion

The inputs every decision is made from

Signals are gathered and refreshed off the decision path, so the decision itself is pure computation over cached inputs.

Provider health, continuously observed
Health probes and reported outcomes maintain a cached health state per provider, so degradation shows up in decisions, not in your approval rate.
Cost and pricing signals
Route decisions account for expected provider cost. When contract pricing isn't available, fallback figures are explicitly tagged as estimates.
Risk signals on safe context
Risk scoring runs on safe payment context only, such as amount, currency, method and network-level signals. No card data, no customer identity.
A feedback loop from outcomes
Every outcome reported to /v1/outcomes flows back into the signal set, so health, retry and routing intelligence learn from what actually happened.
FAQ

Frequently asked questions

Common questions about Payment Intelligence and how Payinference works.

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