How we use AI
AI speeds up research synthesis
In short: AI is part of how we work at every stage, and you should know exactly where. It speeds up synthesis, production and analysis. People run every interview, make every decision, and review every output before it reaches you.
Themes · by how many people said it
Can't compare plans9 of 12
Team pricing unclear7 of 12
Wants to try it first4 of 12
✓A researcher checked every quote
Run by people
Sorted into themes
Every quote kept with its source
Why it matters now
57%
of research and design professionals cite faster turnaround on user research projects as a benefit of AI.
Maze, Future of User Research 2025- of developers using AI agents agree the agents have increased their productivity.Stack Overflow Developer Survey 2025
- 69%
- more experiments run by companies using AI in their testing platform, compared with companies that hadn't adopted it.Optimizely, Opal AI Benchmark Report 2025
- 78.7%
Fast is easy now. Getting it right still takes method, and that's where we've put our effort.
AI-enabled product design
The stages haven't changed. What moves between them has
Instead of drawings that someone later has to interpret and rebuild, you get something people can click, on brand and in real code, within days. That makes it cheap to try several ideas, and the version you tested is the version that ships.
The process
Where AI helps, marked ✦
Testing
Knowledge base
Yours to keep
Research
- Brief
- Research✦
The problem, findings and hypotheses
Design
- Design system design
- Prototype directions✦
- Sign-off
Walkthrough of each direction
Options considered, and why one was chosen
Build
- Build and instrument✦
- Pull request✦
- Review
Team review on a shared link
What was built, and the events wired in
Release
- Sandbox
- Staging
QA, accessibility and user testing
Review notes, QA and accessibility results
Live
- Production
- Versions side by side
- Analysis✦
Behaviour in real traffic
Behaviour and conversion data, per version
Research
- Brief
- Research✦
The problem, findings and hypotheses
Design
- Design system design
- Prototype directions✦
- Sign-off
Walkthrough of each direction
Options considered, and why one was chosen
Build
- Build and instrument✦
- Pull request✦
- Review
Team review on a shared link
What was built, and the events wired in
Release
- Sandbox
- Staging
QA, accessibility and user testing
Review notes, QA and accessibility results
Live
- Production
- Versions side by side
- Analysis✦
Behaviour in real traffic
Behaviour and conversion data, per version
Knowledge base
Every record, yours to keep, read by the next brief
AI and people
Where we use AI, and where we don't
AI helps with: Sorting and summarising research material
People: Decide which problem is worth solving
AI helps with: Producing design options and code
People: Talk to your users
AI helps with: Creating test variations
People: Judge which direction is right
AI helps with: Analysing behavioural and test data
People: Review every output
AI helps with: Keeping the project record up to date
People: Answer for what ships
What that means for you: the slow, repetitive parts take less time. We put that time into more research, more testing and more evidence, not fewer hours.
If you have rules about AI, or obligations to your own customers, tell us. We'll work within them, including doing specific work without AI where you need it.
AI FAQs
AI helps us sort research, produce design options and code, and analyse data. People run every interview, make every decision and review every output.
How we use AINo. It means more of your budget goes into research, testing and evidence, and less into slow production work.
How we use AIWe work in your tools and accounts wherever you prefer, and we agree how your material is handled at the start of each project. We handle personal information under the Australian Privacy Act, and the EU and UK GDPR where they apply.
Standards, data and your IPWhere to next
Last updated
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Book a call. We’ll talk about where your product is, what’s getting in the way, and whether we’re the right fit.
Or email ben@antiphono.com