AI you can defend
Doug Cain, Director of Technology, any-3
May 2026
Many clients ask us about how AI can be, or is being, used for business surveys. As their partner across Employee Engagement, 360 feedback, Customer Experience and Satisfaction programmes, we continually assess emerging technologies to understand where they can add genuine value.
But with AI, capability is only part of the story. Trust, and the ability to evidence that trust, is just as critical.
Where AI adds value
AI is already proving highly effective in several areas:
Summarising open-text responses, saving significant time without losing key themes.
Identifying and ranking priorities across question sets.
Selecting representative comments—surfacing meaningful examples from thousands of responses, both positive and negative.
Used well, these capabilities can dramatically improve efficiency and insight.
The human factor still matters
AI is reliable — but it isn't infallible. Human oversight remains essential. Human review ensures:
The tone aligns with your organisation’s reporting style.
The outputs are contextually appropriate for your business.
Insights reflect what truly matters locally — not just what the algorithm detects.
Getting the balance right, that is, leveraging AI while preserving what is unique to each client is crucial.
Why ‘defensible AI’ matters
We believe AI must be defensible to be valuable.
For many organisations, particularly large enterprises, there’s a need for a clear audit trail:
What data went in?
What outputs were generated?
How were decisions made using AI?
Being able to answer these questions with confidence is essential when insights inform business decisions.
Data governance also plays a key role. Data residency, security, and compliance must be fully understood, controlled, and auditable — ensuring every aspect of AI use stands up to scrutiny.
Turning promise into value
AI delivers real value when it is used with integrity, transparency, and accountability. Defensibility isn’t just a safeguard—it’s what enables organisations to trust and act on AI-driven insights.
If you’d like to explore how to make your next survey programme more efficient, effective, and fully defensible, we’d be happy to talk. Ask us!