Executive Assumption Stress Test

AI adoption in frontline operations

Should organisations adopt AI tools across frontline operations within the next 90 days?

Rate each assumption: how strong is it, and how damaging would it be if it turns out to be wrong?

Staff adoption

Staff will be willing and able to use AI tools in daily work.

Assumption strength

Impact if wrong

Data readiness

The organisation has enough clean, reliable, and accessible data to support AI use.

Assumption strength

Impact if wrong

Governance and compliance

POPIA, confidentiality, approval, and risk controls can be managed responsibly.

Assumption strength

Impact if wrong

Manager capability

Managers can guide teams, monitor quality, and support adoption.

Assumption strength

Impact if wrong

Customer or stakeholder acceptance

Customers, funders, partners, or internal stakeholders will accept AI-supported processes.

Assumption strength

Impact if wrong

Return on investment

The expected value justifies the cost, training time, and implementation effort.

Assumption strength

Impact if wrong

Rate all 6 assumptions to submit.