Qualitate Crosses 100K AI-Moderated Questions to Experts

Qualitate’s AI Moderator has now run more than 100,000 structured questions with senior technology buyers and experts. It conducts hundreds of voice discussions a week, asking how companies are spending and where ROI is coming up short.

The question count keeps climbing because the moderator runs concurrent discussions, interviewing thousands of buyers a month instead of one at a time.

This page explains what an AI moderator is, how Qualitate’s works, and where investment and corporate teams put it to use.

OVERVIEW

What is an AI moderator?

An AI moderator is a voice agent that conducts a live, structured interview the way a skilled human analyst would. It asks a question and decides what to probe next based on the answer.

Qualitate’s AI Moderator interviews senior technology buyers, the executives and decision-makers who are actively buying and running enterprise software. A typical discussion runs about 45 minutes and captures roughly 35 minutes of substantive audio.

It takes a truth-seeking approach. When an answer stays at the surface, the moderator follows up until it reaches the reasoning underneath. That's the 2nd and 3rd level insight a written survey never gets to: not just what a buyer plans to do, but why.

THE HOW

How does Qualitate’s AI Moderator work?

The moderator is equipped with hundreds of thousands of minutes of Qualitate’s own expert conversations. That context is what lets it ask a sharp follow-up in real time.

Here’s what that looks like in a single call. A buyer mentions evaluating ProtectAI for ML model scanning. The moderator asks why they ruled out Microsoft, Lasso Security, and HiddenLayer. It asks whether the spend is being driven by new AI deployments or by API call volume growth in existing ones. An expert interviewing an expert.

Every discussion follows a consistent structure. That structure is what makes the output analyzable. Qualitate pulls quantified metrics out of each transcript, things like spending intentions, feature adoption, ROI, churn, and market share, and tracks them over time. Qualitative conversation becomes time-series data you can compare across vendors and quarters.

For clients’ custom projects, Qualitate’s survey design agent drafts research-grade questions before the calls begin, leveraging context from the core library. The moderator then leads every interview with the pattern recognition of someone who has sat through hundreds of thousands of minutes of real expert conversations.

The interviews happen on Qualitate’s own panel of senior technology buyers. Owning the panel means Qualitate controls who gets sourced and the quality bar they have to clear. These are working buyers, not former executives or paid opinion leaders.

USE CASES

How do teams leverage the AI Moderator?

Customers commission targeted research and the moderator runs it for them. Qualitate designs the interview, selects buyers from the panel or a client-provided list, conducts the calls, and delivers structured data. Most custom projects return 20 to 25 interviews in three to 10 business days, at about one-third the cost of traditional expert calls.

A few of the ways teams use it:

1. Due diligence sprints. A top PE firm diligenced a fast-growing developer tools company with 24 client interviews in under four business days, at roughly one-sixth the cost of an expert network.
2. Competitive intelligence. A large cybersecurity company investigated a competitor's subscription model with 110 customer interviews in under five business days. The findings went all the way up to the executive team.
3. Win/loss programs. Product and competitive intelligence teams use the moderator to understand why deals were won or lost, in the buyer's own words.
4. Reference checks and churn studies. A top-15 private credit firm assessed churn risk for a niche endpoint management vendor with 23 interviews in three business days, in a segment where networks often can't source qualified people at all.

Every call gets a moderator that already knows the market.

FAQ

What is an AI moderator?

An AI moderator is a voice agent that conducts a structured interview in real time. It asks questions and decides what to probe next based on each answer. Qualitate's AI Moderator interviews senior technology buyers and has run more than 120,000 questions to date.

How is an AI-moderated interview different from a survey?  

A survey collects fixed answers to fixed questions. An AI moderator follows up on what it hears, so it reaches the reasoning behind a buyer's plans. Qualitate calls this 2nd and 3rd level insight, the part a multiple-choice form can't capture.

How long does a custom project take?

Most return 20 to 25 interviews in three to five business days, at about one-third the cost of traditional expert calls. Larger studies scale up: one ran 110 interviews in under five business days.

Can I use the AI Moderator on my own list of contacts?

Yes. Qualitate can run the discussions against its proprietary panel or a list you provide, then deliver the structured data either way.

What kind of output do I get?

Structured, analyzable data, not a transcript dump. Each conversation is tagged to a consistent schema, so you can track metrics like spend intentions, churn, and market share over time and compare vendors side by side.

See how the world's largest investment firms and corporations use Qualitate to make smarter decisions: qualitate.io/book-a-demo

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