The Automated Primary Research Platform

Institutional-Grade AI
Expert Calls

Scale your due diligence and channel checks with autonomous AI interviews. Powered by proprietary adaptive logic, our agent goes off-script to ask the rigorous follow-ups human analysts need, delivering analyst-quality transcripts in hours, not weeks.

Zero integration required. Built for strict institutional compliance standards.
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Features

Adaptive Follow-up Questions

Powered by our proprietary deep thinking architecture, the agent analyzes logic in real-time to catch contradictions and vague answers. It generates follow-ups that professional analysts consistently rate as equal to or better tha human performance.

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Source: Anonymized Expert, Hedge Fund Market Analysis on Industrials Sector

Expert
... the the OEMs were telling us there was gonna be as much as a fifteen percent difference. Uh, realistically, we saw more in the twelve percent range ...
AI Interviewer
... Was it the full 12% compared to the old R-410A units, or were the contractors adding a margin on top of that increase? ...
Expert
That was the twelve percent to the contractor. They were adding margin on top of that. So that number may have been fifteen percent to the end user.
Reasoning
The agent flagged an ambiguous metric: a 12% cost increase with no attribution. It distinguishes between distributor and homeowner costs, then prompts the expert to clarify the margin stack for a precise valuation.

Multilingual Intelligence

Eliminate the logistical bottleneck of international primary research. Instead of coordinating expensive translators or hunting for region-specific analysts, our agent conducts native-level interviews on demand. It navigates cultural nuances and technical jargon, giving you direct access to global ground truth without the operational burden.

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Mandarin Chinese
Expert
大概是在一年在1.45亿美金左右的收入。
AI Interviewer
了解到您的业务规模非常可观,那么关于市场现状,您能否介绍一下目前住宅 HVAC 设备的总体需求情况?以及今年以来市场是如何演变的?
Expert
在两方面我们表现得非常好,一个是呢今年非常的热,所以大多数国家,但是虽然大多数国家不甚热,但是我们非常热,所以说这个就很有优势,第二呢 ...
English
Expert
It's around $145 million USD in revenue per year.
AI Interviewer
That's a very substantial business scale. Concerning the current market situation, could you describe the overall demand for residential HVAC equipment? And how has the market evolved since the beginning of this year?
Expert
We performed very well in two aspects. First, it's been very hot this year, so in most of the country... well, although most of the country isn't that hot, we are very hot, so that gives us an advantage. Second ...

The hardest part of this job is knowing whether a handful of expert calls represent a real trend or just noise. Checkmate solves that. Instead of guessing based on a few inputs, you can interview the entire ecosystem. It gives you a level of conviction that usually takes a month to build.

Generic user profile silhouette icon on black background.
Sector Analyst
$10B+ L/S Equity Hedge Fund
The Workflow

Collect primary data at scale.
Instantly.

Stop choosing between speed and depth. Our AI will conduct interviews asynchronously with a faster turnaround, at a scale human teams cannot match.

Step 1

Define the project

No managing logistics. Just upload your thesis, key hypotheses, and required diligence questions. You set the strategy, and the AI executes the tactics.

Step 2

Autonomous AI Interviewing

The system spins up a dedicated AI analyst for every single calendar invite. Whether you have 5 calls or 50, the agents join the lines in parallel and conduct rigorous, adaptive interviews.

Step 3

Instant Synthesis

Get the raw data and the big picture. We deliver transcripts for every call alongside a strategic executive memothat aggregates findings, identifies consensus views, and highlights the outlier data points you need to see.

Compliance & Security

Compliance Built-in.

More compliant than a human analyst. The agent adheres to specific rules around questioning, and scrubs transcripts of MNPI before it reaches an analyst.

Compliance by default

A strict and secure compliance framework. Do'nt compromise on security or compliance.

MNPI Guardrails built-in

The agent is primed not to ask for info that could be viewed as MNPI during live calls. Add special instructions to adhere to your own policies

Post-call scrubbing

Transcripts are scrubbed of MNPI and other sensitive information, so you never have to take any risks. Have transcripts reviewed by compliance officers before analysts view them.

Security You Can Sign Off

SOC II compliant. Transcripts are never shared outside your organization. Your data is never used to train external models.

Testimonials

What Analysts & Experts Say

Anonymous pilot feedback on AI interviews from hedge funds, private equity shops, consultants, and expert-network veterans.

"I enjoyed speaking with the AI, and I became very comfortable with it during the call. The quality of the conversation was similar to what I feel when I speak to analysts."
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Top Rated Expert
Leading Expert Networks
"The AI agent handled a full hour-long diligence call at our associate level."
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Principal
Mid-Market PE Firm
"I can do twice the number of expert calls, which makes me feel much more confident in the quality of my decision-making. The follow-up questions were really impressive, and reconciled contradictions better than many analysts would."
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Senior Analyst
$10B+ L/S Equity Hedge Fund
"The AI felt like a strong associate running a case. The follow ups are exactly what we coach teams to ask."
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Consultant
MBB PE Consulting
FAQs

Before You Pilot

For additional questions, reach out to us at sales@checkmateresearch.ai.

No. Checkmate uses an AI interviewer to join the expert call on your behalf, and speak to experts for up to an hour. You do not need to be on the call at all.

After a call, you receive full interview transcripts, along with summaries, key takeaways, and direct answers to each of your diligence questions. All of this data is available within the Checkmate platform.

The AI interviewer uses your provided diligence questions as a foundationg for the interview. Using our proprietary deep thinking agent architecture, our AI agent adapts during the call to ask follow-up questions, just like a professional analyst.

Checkmate partners or integrates with existing expert networks to dial into your calls with an AI analyst. Checkmate is compatible with the most widely used expert networks. Contact us to check for specifics.

Your data belongs to you. In order to provide interview transcripts, Checkmate stores audio and transcript data from your expert calls. Your data is never shared with any other organization (we do not maintain a transcript library), and is not used to train any AI models.

The AI interviewer takes similar measures to an analyst to ensure compliance. Before each call, the AI interviewer shares a standard disclosure and collects consent from the expert not to share MNPI. The agent is also primed not to ask for info that could be viewed as MNPI.

Supercharge your research.

Contact us today for a free pilot.
© 2026 Labyrinth Technologies Inc. Creators of Checkmate.