AI INTERACTION RESEARCH

How your users interact with AI?

We test how real people interact with your AI, where they lose trust, and where it breaks down.

INTERACTION Chatbot How do I cancel my plan? Sure - here's how, step by step. Voice Agent 1 Reads the request 2 Plans the steps 3 Acts 4 Confirms Trust score High trust signal Understood Acted on Verified
AI INTERACTION RESEARCH

How your users interact with AI?

We test how real people interact with your AI, where they lose trust, and where it breaks down.

INTERACTION Chatbot How do I cancel my plan? Sure - here's how, step by step. Voice Agent 1 Reads the request 2 Plans the steps 3 Acts 4 Confirms Trust score High trust signal Understood Acted on Verified
AI INTERACTION RESEARCH

How your users interact with AI?

We test how real people interact with your AI, where they lose trust, and where it breaks down.

INTERACTION Chatbot How do I cancel my plan? Sure - here's how, step by step. Voice Agent 1 Reads the request 2 Plans the steps 3 Acts 4 Confirms Trust score High trust signal Understood Acted on Verified
AI INTERACTION RESEARCH

How your users interact with AI?

We test how real people interact with your AI, where they lose trust, and where it breaks down.

INTERACTION Chatbot How do I cancel my plan? Sure - here's how, step by step. Voice Agent 1 Reads the request 2 Plans the steps 3 Acts 4 Confirms Trust score High trust signal Understood Acted on Verified
WHY IT'S DIFFERENT

A button does one thing. AI does anything

Traditional usability testing assumes predictable paths - click here, scroll there. AI interfaces break that assumption. That's why testing them needs a different method.

Unpredictable paths

The same goal can be phrased a hundred ways, each producing a different response. There's no single "happy path" to test - so we test the range, not one route.

Trust is the metric

Users burned by an AI that got it wrong stop using it. We measure whether people trust the output enough to act on it - not just whether they can complete a task.

Multimodal interaction

Type, tap, speak - AI products mix input modes. We test across text, voice, and agent workflows, where each mode changes how people behave.

WHY IT'S DIFFERENT

A button does one thing. AI does anything

Traditional usability testing assumes predictable paths - click here, scroll there. AI interfaces break that assumption. That's why testing them needs a different method.

Unpredictable paths

The same goal can be phrased a hundred ways, each producing a different response. There's no single "happy path" to test - so we test the range, not one route.

Trust is the metric

Users burned by an AI that got it wrong stop using it. We measure whether people trust the output enough to act on it - not just whether they can complete a task.

Multimodal interaction

Type, tap, speak - AI products mix input modes. We test across text, voice, and agent workflows, where each mode changes how people behave.

WHY IT'S DIFFERENT

A button does one thing. AI does anything

Traditional usability testing assumes predictable paths - click here, scroll there. AI interfaces break that assumption. That's why testing them needs a different method.

Unpredictable paths

The same goal can be phrased a hundred ways, each producing a different response. There's no single "happy path" to test - so we test the range, not one route.

Trust is the metric

Users burned by an AI that got it wrong stop using it. We measure whether people trust the output enough to act on it - not just whether they can complete a task.

Multimodal interaction

Type, tap, speak - AI products mix input modes. We test across text, voice, and agent workflows, where each mode changes how people behave.

WHY IT'S DIFFERENT
A button does one thing. AI does anything

Traditional usability testing assumes predictable paths - click here, scroll there. AI interfaces break that assumption. That's why testing them needs a different method.

Unpredictable paths

The same goal can be phrased a hundred ways, each producing a different response. There's no single "happy path" to test - so we test the range, not one route.

Trust is the metric

Users burned by an AI that got it wrong stop using it. We measure whether people trust the output enough to act on it - not just whether they can complete a task.

Multimodal interaction

Type, tap, speak - AI products mix input modes. We test across text, voice, and agent workflows, where each mode changes how people behave.

WHY IT'S DIFFERENT

A button does one thing. AI does anything

Traditional usability testing assumes predictable paths - click here, scroll there. AI interfaces break that assumption. That's why testing them needs a different method.

Unpredictable paths

The same goal can be phrased a hundred ways, each producing a different response. There's no single "happy path" to test - so we test the range, not one route.

Trust is the metric

Users burned by an AI that got it wrong stop using it. We measure whether people trust the output enough to act on it - not just whether they can complete a task.

Multimodal interaction

Type, tap, speak - AI products mix input modes. We test across text, voice, and agent workflows, where each mode changes how people behave.

WHAT WE TEST

Every kind of AI interface

Chatbots & assistants - conversational flows, intent handling, error recovery - does the bot understand and respond usefully?

AI copilots & in-product AI - suggestions, summaries, generated content inside your product - do users understand, trust, and act on them?

Voice interfaces - Voice UX research for assistants and voice-first products - where speech changes expectations and tolerance for error.

AI agents - autonomous and semi-autonomous agents - do users understand what the agent is doing, and trust it enough to let it act?

WHAT WE TEST

Every kind of AI interface

Chatbots & assistants - conversational flows, intent handling, error recovery - does the bot understand and respond usefully?

AI copilots & in-product AI - suggestions, summaries, generated content inside your product - do users understand, trust, and act on them?

Voice interfaces - Voice UX research for assistants and voice-first products - where speech changes expectations and tolerance for error.

AI agents - autonomous and semi-autonomous agents - do users understand what the agent is doing, and trust it enough to let it act?

WHAT WE TEST
Every kind of AI interface

Chatbots & assistants - conversational flows, intent handling, error recovery - does the bot understand and respond usefully?

AI copilots & in-product AI - suggestions, summaries, generated content inside your product - do users understand, trust, and act on them?

Voice interfaces - Voice UX research for assistants and voice-first products - where speech changes expectations and tolerance for error.

AI agents - autonomous and semi-autonomous agents - do users understand what the agent is doing, and trust it enough to let it act?

WHAT WE TEST

Every kind of AI interface

Chatbots & assistants - conversational flows, intent handling, error recovery - does the bot understand and respond usefully?

AI copilots & in-product AI - suggestions, summaries, generated content inside your product - do users understand, trust, and act on them?

Voice interfaces - Voice UX research for assistants and voice-first products - where speech changes expectations and tolerance for error.

AI agents - autonomous and semi-autonomous agents - do users understand what the agent is doing, and trust it enough to let it act?

WHAT WE TEST

Every kind of AI interface

Chatbots & assistants - conversational flows, intent handling, error recovery - does the bot understand and respond usefully?

AI copilots & in-product AI - suggestions, summaries, generated content inside your product - do users understand, trust, and act on them?

Voice interfaces - Voice UX research for assistants and voice-first products - where speech changes expectations and tolerance for error.

AI agents - autonomous and semi-autonomous agents - do users understand what the agent is doing, and trust it enough to let it act?

HOW WE MEASURE IT

Trust, measured - not guessed

We combine behavioural observation with validated instruments built specifically for conversational and AI interfaces - so "do they trust it" becomes a number you can track.

Behavioural observation

We watch what users actually do - where they hesitate, re-read, override, or abandon the AI - not just what they say.

Validated AI/chatbot scales

Established instruments designed for conversational interfaces give comparable, benchmarkable scores.

Trust & comprehension signals

Do users understand where the AI's answer come from? Do they know when to rely on it and when to check? We surface that.

HOW WE MEASURE IT

Trust, measured - not guessed

We combine behavioural observation with validated instruments built specifically for conversational and AI interfaces - so "do they trust it" becomes a number you can track.

Behavioural observation

We watch what users actually do - where they hesitate, re-read, override, or abandon the AI - not just what they say.

Validated AI/chatbot scales

Established instruments designed for conversational interfaces give comparable, benchmarkable scores.

Trust & comprehension signals

Do users understand where the AI's answer come from? Do they know when to rely on it and when to check? We surface that.

HOW WE MEASURE IT

Trust, measured - not guessed

We combine behavioural observation with validated instruments built specifically for conversational and AI interfaces - so "do they trust it" becomes a number you can track.

Behavioural observation

We watch what users actually do - where they hesitate, re-read, override, or abandon the AI - not just what they say.

Validated AI/chatbot scales

Established instruments designed for conversational interfaces give comparable, benchmarkable scores.

Trust & comprehension signals

Do users understand where the AI's answer come from? Do they know when to rely on it and when to check? We surface that.

HOW WE MEASURE IT
Trust, measured - not guessed

We combine behavioural observation with validated instruments built specifically for conversational and AI interfaces - so "do they trust it" becomes a number you can track.

Behavioural observation

We watch what users actually do - where they hesitate, re-read, override, or abandon the AI - not just what they say.

Validated AI/chatbot scales

Established instruments designed for conversational interfaces give comparable, benchmarkable scores.

Trust & comprehension signals

Do users understand where the AI's answer come from? Do they know when to rely on it and when to check? We surface that.

HOW WE MEASURE IT

Trust, measured - not guessed

We combine behavioural observation with validated instruments built specifically for conversational and AI interfaces - so "do they trust it" becomes a number you can track.

Behavioural observation

We watch what users actually do - where they hesitate, re-read, override, or abandon the AI - not just what they say.

Validated AI/chatbot scales

Established instruments designed for conversational interfaces give comparable, benchmarkable scores.

Trust & comprehension signals

Do users understand where the AI's answer come from? Do they know when to rely on it and when to check? We surface that.

What you walk away with

A trust score you can track

Where users lose confindence

Fixes mapped to real behaviour

Evidence, not assumptions

What you walk away with

A trust score you can track

Where users lose confindence

Fixes mapped to real behaviour

Evidence, not assumptions

What you walk away with

A trust score you can track

Where users lose confindence

Fixes mapped to real behaviour

Evidence, not assumptions

What you walk away with

A trust score you can track

Where users lose confindence

Fixes mapped to real behaviour

Evidence, not assumptions

Discover more
Not sure which research you need?

Start with the full research hub.

Designing the AI, not just testing it?

See how we design agents people trust.

Discover more
Not sure which research you need?

Start with the full research hub.

Designing the AI, not just testing it?

See how we design agents people trust.

Discover more
Not sure which research you need?

Start with the full research hub.

Designing the AI, not just testing it?

See how we design agents people trust.

Discover more
Not sure which research you need?

Start with the full research hub.

Designing the AI, not just testing it?

See how we design agents people trust.

Discover more
Not sure which research you need?

Start with the full research hub.

Designing the AI, not just testing it?

See how we design agents people trust.

Let's put your AI in front of real users

Tell us what you're building - we'll design the study around it

Let's put your AI in front of real users

Tell us what you're building - we'll design the study around it

Let's put your AI in front of real users

Tell us what you're building - we'll design the study around it

Let's put your AI in front of real users

Tell us what you're building - we'll design the study around it