The $2 Trillion Diligence Pivot: Defending Primary Research in the AI Era

NEW YORK, NY – November 10, 2026 — In the hyper-accelerated world of modern corporate dealmaking, the difference between a lucrative acquisition and a catastrophic write-down often hinges on a single, fragile asset: market truth. As global mergers and acquisitions demand increasingly rapid turnaround times, private equity firms and strategy consultants are facing an unprecedented crisis of confidence. Generative artificial intelligence has made it exponentially easier to analyze data, but it has also made it terrifyingly simple to fake it.

Today's announcement that IncQuery founder and CEO Felipe Ochoa has been named CEO of the Year at the 2026 Tech Ascension Awards serves as a powerful indicator of how this battle for data integrity is reshaping the enterprise technology landscape. The recognition, which honors exceptional technology leaders demonstrating strategic vision and business excellence, highlights a broader industrial transformation. We are witnessing a fundamental shift from the commoditization of survey programming to the premiumization of verified, defensible evidence.

From Niche Tool to End-to-End Platform

To understand the significance of Ochoa’s recognition, one must look at the evolution of IncQuery itself. Founded in 2016, the company was born out of Ochoa’s firsthand frustration as a strategy consultant. He witnessed how slow, uncertain, and opaque survey-based research could be when multi-million-dollar recommendations depended on the outcome. For years, the industry standard involved patching together disparate survey tools, panel providers, and manual quality checks—a process ripe for human error and devastating delays.

Fast forward to 2026, and IncQuery now supports more than 250 client offices worldwide. The firm reports having saved its clients over 200,000 hours of manual work and has supported primary research associated with an astounding $2 trillion in aggregate deal value. But the metrics only tell part of the story. The true catalyst for Ochoa’s award-winning year was a massive strategic transformation that repositioned IncQuery entirely.

Moving away from its roots as a mere survey programming provider, the company relaunched as a comprehensive, end-to-end research partner under a bold new brand promise: "Always Be Sure™." This is not just a marketing slogan; it is a direct response to the anxieties of investment committees worldwide. By pairing purpose-built technology with hands-on research expertise and panel-agnostic respondent sourcing, IncQuery has created a system where clients can trace exactly how their research is designed, fielded, and rigorously checked at every single stage of the process.

The Technological Arms Race: Can AI Clean Up Its Own Noise?

The primary research market is currently experiencing a violent disruption. With the proliferation of generative AI, the traditional survey landscape is being flooded with synthetic respondents—sophisticated bots capable of bypassing basic quality checks and polluting data pools with fabricated opinions.

"We are terrified of synthetic respondents validating a market thesis that doesn't actually exist," noted one private equity diligence lead when discussing the current state of market research. "If thirty percent of your B2B buyer survey was hallucinated by a language model, your market sizing is off by hundreds of millions of dollars."

This is the technological arms race that IncQuery is attempting to win. In 2026, the company introduced AI Moderation and AI-powered survey authoring tools. Ironically, they are deploying artificial intelligence to combat the very noise that artificial intelligence has created. These tools help research teams draft surveys significantly faster while gathering richer, more nuanced follow-up responses for open-ended question types—areas traditionally vulnerable to low-effort bot responses.

More critically, the firm has moved beyond commercial software development into the realm of hard science. The company recently initiated an academic research collaboration with the Institute for Pure and Applied Mathematics at the University of California, Los Angeles. This partnership is explicitly focused on exploring and developing automated survey verification systems. By bridging the gap between enterprise software and academic mathematics, IncQuery is attempting to build algorithmic defenses that can definitively separate human insight from synthetic spam.

Navigating the Pay-to-Play Award Landscape

While Ochoa’s strategic maneuvering is undeniably impressive, it is also worth examining the vehicle of his recent recognition. The Tech Ascension Awards evaluate winners based on their ability to drive business growth, lead meaningful innovation, and demonstrate operational excellence.

"Exceptional leadership is measured not just by business success, but by the ability to inspire innovation, empower teams, and create meaningful, lasting impact," said David Campbell, CEO of the Tech Ascension Awards, in today's official announcement. "Felipe Ochoa of IncQuery embodies these qualities, demonstrating the vision, determination, and leadership needed to drive organizations forward and help shape the future of the technology industry."

However, as an observer of the enterprise tech ecosystem, I must note that the awards landscape itself is undergoing a crisis of authenticity. Programs like the Tech Ascension Awards operate on a submission-fee model—currently charging $550 per entry—which is standard for the industry but inherently commercial. Furthermore, award committees across the technology sector have spent 2026 battling an influx of AI-generated submission applications, prompting organizations to heavily scrutinize the hard performance statistics and competitive differentiators of their applicants.

The fact that IncQuery’s narrative cut through this noise speaks volumes. The judging panels, which rely on analyst reports, media coverage, and customer case studies, clearly recognized that the $2 trillion in deal value supported by the company represents a tangible, verifiable impact on the global financial system that cannot be hallucinated by a marketing algorithm.

Reshaping the Economics of Due Diligence

The ripple effects of this strategic pivot are being felt across the broader primary research market. Incumbents in the space, from massive expert network providers like GLG and AlphaSights to ubiquitous enterprise survey platforms like Qualtrics, are being forced to adapt to a new reality. The traditional expert network model relies heavily on human-to-human consultation, which is highly valuable but inherently difficult to scale rapidly during a compressed due diligence window. Conversely, traditional survey platforms offer scale but have struggled to maintain data integrity against the rising tide of AI fraud.

IncQuery is carving out a highly lucrative middle ground: the speed and scale of automated technology, fortified by the rigor of human expertise and advanced algorithmic verification.

"High-stakes decisions don’t leave room for research you only mostly trust," Ochoa stated regarding the company's philosophy. "As AI makes quick analysis available to everyone, the advantage shifts to teams that can produce proprietary evidence based on data they can actually stand behind. This recognition belongs to our team, who bring that discipline to every project, often on tight timelines that leave no margin for error."

This is the ultimate takeaway from Ochoa’s recognition as CEO of the Year. We have entered an era where the generation of data is nearly free, but the verification of truth is increasingly expensive. For consulting and investment firms managing billions of dollars in capital, the cost of bad data is simply too high to risk. The leaders who will define the next decade of enterprise technology are not those who merely build the fastest AI tools, but those who build the most resilient systems for defending reality.