Build useful software. Make AI work for your business.

Test real messages from every known sender for DMARC success, including alignment, rather than treating inbox arrival as the acceptance test.

A no-training promise is only one answer. Establish each copy, retention clock and deletion route before approving the information the service will receive.

Record changes that could make an assessment answer untrue, distinguish planned from checked work, and use the log to challenge renewal answers.

Map registration, DNS, website and email access, then check recovery and renewal routes that work when the usual administrator or mailbox is unavailable.

Keep a few known examples and recheck changes that affect the information, actions or answers your business has approved.

Describe the starter's tasks, approve the access needed and check a normal piece of work before closing the setup request.

Use a short discussion to practise your existing incident arrangements, then give each useful fix an owner and a date.

Find out what a feature measures and how its scores are used before allowing it to assess staff or candidates.

Review the accounts, sign-in routes and protection settings together. An installed authenticator app or a single status label doesn't explain the whole arrangement.

Check unexpected QR requests through a known route. If somebody has already acted, establish what they entered or approved and get the right help promptly.

Check the claims that matter against their original evidence, with someone able to reject the draft before anybody relies on it.