Programmatic sampling

Programmatic sampling with accountable research operations

Programmatic routing can make research supply more responsive when it remains observable and governed. KARI connects controlled routing with the people responsible for feasibility, exceptions and delivery.

How the work is planned

Routing with context

Quota, source allocation and quality events can be managed against the needs of a live project.

One quality framework

Direct panel and controlled supplemental traffic can be reviewed through a consistent decision layer.

Human escalation

Automation supports repeatable movement while feasibility and unusual fieldwork decisions remain accountable.

Related delivery context

See an anonymized fieldwork scenario.

The case record focuses on the challenge, delivery approach and quality controls rather than client identity.

Read the case study →
Start with the study requirements

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Share the audience, market and timing. We will review feasibility before proposing a route to fieldwork.

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