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Blog and guides

Guides for internal audit and finance teams. Each one explains a method and the steps to run it.

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Guide

The population testing playbook

What full-population testing is, why teams are moving away from sampling, and five steps to run it without burying your audit team in exceptions.

18 Aug 2026 · 4 min read

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Looking for terms? Read the glossary.

Customer stories

Every customer is anonymised. The numbers are the ones we can publish.

All customer stories

Steel and metals

100,000

transactions checked every day against automated key controls

Steel maker

No team can check 100,000 transactions a day by hand. IRA, IRAME's AI auditor, now runs the steel maker's key controls daily and routes each exception to its owner.

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Internal audit

About 30×

faster fieldwork: 15 man-days down to about 4 man-hours

Finance and accounts audits

Each finance and accounts audit took about 15 man-days of manual fieldwork. IRA, IRAME's AI auditor, tested P2P, O2C, R2R, reconciliations and segregation of duties on the full population. Fieldwork fell to about 4 man-hours.

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Retail and consumer

1,500+

trade schemes validated against their terms of trade

Retail franchise network

Partner claims were checked by hand against terms that varied by SKU and partner. IRA, IRAME's agentic AI, validated 1,500+ trade schemes against their terms of trade. Claims were verified about 95% faster.

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Stop sampling. Let IRA test everything.

Bring one process. In 30 minutes we show you the exceptions IRA finds and the evidence behind each one.

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