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Advanced AI

AI that actually does
something useful

Qualzy automatically processes every participant submission the moment it arrives — generating a translation, a plain-language summary, and a structured set of key points with direct verbatim quotes. For video and audio, a transcript is created first, then key points extracted from it: a 20-minute recording becomes navigable, structured insight without anyone watching the whole thing.

The AI Pipeline

What happens the moment
a response comes in

AI processes each individual participant submission immediately upon receipt - whether that's a video diary, an audio clip, a text post, or a form. No waiting. No batching. It processes as responses arrive.

Participant submits

A response arrives - video diary, audio clip, text post, or form answers. Any submission type triggers the pipeline immediately.

Video Audio Text Form

AI processes every response

For video and audio, a transcript is auto-generated first. Then AI works across the transcript or text to produce three outputs automatically:

Translation
If the response is in a different language, a translated version is created automatically.
Summary
A brief AI-generated summary of what the participant said in that specific submission.
Key Points
The core feature. Distils the signal from the noise - each key point has an overall thought plus verbatim quotes. For video and audio, verbatims become clickable clips.

Structured, queryable insight - immediately

A 20-minute video becomes a focused set of key points, each with timestamped verbatims. Researchers never need to watch the full recording. Maizy Chat can query the dataset from this point on - even while fieldwork is still running.

Available during fieldwork No waiting for close
Maizy Chat

Your entire dataset.
Conversationally.

Maizy Chat lets researchers ask questions of the dataset in plain language - and get answers grounded in the structured key points AI has already extracted. No raw transcript hunting. No manual coding. Just a conversation with your data.

Critically: Maizy Chat is available at any point during or after fieldwork. You don't need to wait for fieldwork to close. The moment responses start arriving and key points are generated, you can start querying.

Queries the key points - not raw transcripts - so results are fast, focused, and reliable.
Maizy Chat
Querying 214 participant responses · Packaging Study Q1
Live
What are the main barriers to switching brands?
Maizy

Three themes emerge consistently: habit and inertia (mentioned by 67 participants), perceived risk of quality change (54 participants), and loyalty rewards or subscription discounts already in place (41 participants). Price alone is rarely the primary barrier.

Which participants mentioned price as their primary concern?
Maizy

38 participants identified price as primary. Highest concentration in the 45–54 age group (14 participants) and among participants who completed the Household Budget activity. I can pull their key points if helpful.

Summarise the emotional reactions to Concept B
Maizy

Concept B generated mixed emotional responses. Initial excitement around the redesign (noted in 29 key points) but a recurring concern about it feeling "too premium" - 17 participants used language suggesting it felt less accessible than the current packaging.

How does the 25–34 age group differ from 45–54 on packaging?
Key Points & Summaries

The signal,
without the noise.

AI automatically generates two layers of distillation for every participant submission - so researchers can move faster without missing anything important.

Per-Response Summaries

Each submission gets a brief AI-generated summary the moment it arrives. Skim 50 responses in the time it would take to read 5 in full. Perfect for early-fieldwork orientation and flagging outliers.

R
Respondent 47
Video diary · 14:32 · Auto-transcribed
AI Summary
Participant describes strong loyalty to current brand driven by consistency. Sceptical of the new packaging - feels "clinical". Mentions children's preferences as a decision driver. Open to switching if taste is guaranteed unchanged.

Key Points

The deeper feature. Extracted from the full response - from the transcript for video and audio submissions, from the text for written posts. Each key point is an overall thought paired with verbatim quotes. For video, each verbatim becomes a clipable moment.

Key Points · Respondent 47 · 6 extracted
from 14:32 transcript
Strong brand loyalty - consistency is the primary driver
"I've bought the same one for eight years. It's not even a decision anymore. Clip ↗
New packaging feels clinical - not reassuring
"It looks like something you'd find in a pharmacy. That's not what I want in my kitchen. Clip ↗
Children's preferences act as a veto
"My kids won't eat it if the packaging looks different. They're suspicious of change. Clip ↗

A 20-minute video diary becomes 6 focused key points, each with timestamped quotes you can clip and add to a reel.

AI Moderator Probes

Depth across 500 responses.
Not just 10.

In a traditional focus group, a skilled moderator can explore depth with eight or ten participants. AI-powered probes give every participant that same intelligent follow-up — however large the sample.

Context-aware follow-up

The AI probe reads what the participant actually said and asks a meaningful follow-up question based on that specific response - not a generic prompt applied uniformly to everyone.

Multilingual by design

Participants respond in their language. The probe fires in their language. All responses are processed through Qualzy's multilingual pipeline. Research depth without language barriers.

Scale without sacrifice

Run a 500-person async study and every participant gets a probed, explored response. The depth you'd normally only achieve with a one-to-one interview - at sample sizes that make findings statistically meaningful.

AI Moderator Probe · Packaging Study · Participant 47
Participant

"I like the product but the new packaging doesn't feel right. It's too different."

AI Probe

You mentioned the packaging feels "too different" - can you tell me a bit more about what specifically has changed that feels wrong to you? Is it the colours, the layout, the materials, or something else entirely?

Participant

"It's the colours mostly. The old version was warmer. This one looks colder, more corporate. The original felt like something someone had made with care."

More AI Tools

Three more tools
worth knowing

Qualzy Protect

You stay in control - not the algorithm

Qualzy Protect detects AI-generated responses, duplicate participants, and unusual completion patterns. The system flags; you review. Quarantine-first workflow - nothing is automatically disqualified. Researchers stay in control of every decision.

AI response detection Duplicate flagging You decide
AI Idea Playground

Explore before you commit

A sandbox for thinking through how AI could best serve a specific project before fieldwork begins. Experiment with activity types, probe approaches, and analysis strategies in a low-stakes environment. This is research planning - not execution. Helps researchers design studies with AI in mind from the outset.

Planning tool Pre-fieldwork Exploration sandbox
AI Language Help

Moderate with confidence in any market

When moderators tag themselves as working in a non-native language, AI assists with phrasing, tone, and cultural nuance. Paired with AI Moderator Probes, it means researchers can moderate credibly in markets they don't speak fluently - without losing depth or sensitivity.

Tone and nuance Cultural context Non-native moderating
Theme Analysis

After fieldwork closes:
find the patterns
that matter

Theme Analysis is the one AI feature that requires all data to be present. It runs after fieldwork closes — when you have the complete picture.

Once fieldwork closes, researchers generate themes to identify the core insights across the full dataset. For each theme, Qualzy finds the best supporting evidence - the verbatims and clips that make the case most powerfully.

Maizy Chat
Available any time - during or after fieldwork
Theme Analysis
After fieldwork closes - needs complete data
Theme Analysis
Fieldwork closed · 214 responses
Theme 1
Packaging familiarity as a trust signal
87 key points · 34 clips · 6 top verbatims selected
Theme 2
Price sensitivity concentrated in 45–54s
54 key points · 18 clips · 4 top verbatims selected
Theme 3
Children's preferences as household veto
41 key points · 12 clips · 3 top verbatims selected
Theme 4
Warmth perception - "corporate" vs "craft"
38 key points · 22 clips · 5 top verbatims selected
Themes built from structured key points - evidence already attached. Add clips to your reel directly from here.

"The other really important element in Qualzy is the AI analysis. I think that is basically transformative for these sorts of platforms."

Hamish Kynoch, Head of Qualitative Research — Discovery Research
Our Approach to AI

AI that helps researchers.
Not AI that replaces them.

"Qualzy AI features are there just for those who want them - not jammed in just because it's possible."
"We believe in AI that helps people do their jobs faster, more flexibly, and frees them up to do what only human research experts can do."
"The first generation of research AI tools were all about promise. Our AI features are built to be actually useful — not impressive on a slide, useful in a project."

Useful by default

Every AI feature in Qualzy solves a specific, real problem researchers face. If it doesn't make research meaningfully faster or better, it doesn't ship.

Human in the loop

AI flags, suggests, and structures. Researchers decide. A Qualzy Protect flag, a Maizy Chat summary, a key point: in every case, the human is the authority — not the algorithm.

Research-first

Key points, verbatims, probes, themes — each feature is designed by people who understand qual research, not just AI capability. The result reads like something a researcher made, because it was.

15-Minute Discovery Call

How much of your analysis time goes on mechanical work?

Tell us about your current analysis process — the volume, the video, the reporting deadlines. We’ll ask a few questions and You’ll have a clear picture about how Qualzy could work for you by the end of the call.