CollectivIQ: A New Approach to AI Reliability in Enterprises

John Davie, the CEO of Buyers Edge Platform, recognized a gap in the market for reliable AI solutions tailored for enterprise needs. Frustrated by the limitations of existing AI tools, which often produced inaccurate and biased responses, Davie initiated the development of CollectivIQ, a Boston-based company incubated within Buyers Edge Platform. This new tool aims to enhance the reliability of AI-generated answers by simultaneously querying multiple large language models (LLMs), including those from OpenAI, Anthropic, Google, and xAI.

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Davie's dissatisfaction with current AI offerings stemmed from experiences where employees using various AI tools generated misleading information that could potentially harm the company's competitive edge. He noted, “We had a bit of a wake-up call about a year ago when we learned that if our employees are just using any various AI tools, or even their own license, it could be training on our company information.” This realization prompted him to seek a more secure and effective solution, leading to the creation of CollectivIQ.

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CollectivIQ's software is designed to cross-reference outputs from several LLMs, providing a fused answer that aims to be more accurate than individual model responses. The company emphasizes data privacy, stating that all prompts are encrypted and deleted after use. Davie expressed his desire to offer employees the best AI tools available, remarking, “You always want to have the latest, greatest iPhone or laptop or tool and I wanted to give my employees the best of the best of AI.”

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The internal rollout of CollectivIQ began in early 2026, receiving positive feedback from employees. Recognizing that many of Buyers Edge Platform's clients faced similar challenges with AI adoption, the decision was made to release the tool publicly. CollectivIQ operates on a usage-based payment model, which Davie believes will differentiate it in a competitive market. He stated, “I’m hoping that this is a breath of fresh air for companies that see that they are not going to have to be committed.”

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CollectivIQ has been fully funded by Davie, who plans to seek external investment later in 2026. Reflecting on his journey, he noted the excitement of building a startup again after nearly three decades, stating, “It does feel like way back in the day... it’s fun and exciting.”

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While CollectivIQ presents a promising solution, some industry experts remain skeptical about the effectiveness of aggregating multiple AI models. Concerns have been raised regarding the potential for compounded inaccuracies and the challenge of ensuring consistent quality across different models.

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• “We had a bit of a wake-up call about a year ago when we learned that if our employees are just using any various AI tools, or even their own license, it could be training on our company information,” — John Davie, CEO of Buyers Edge Platform

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• “You always want to have the latest, greatest iPhone or laptop or tool and I wanted to give my employees the best of the best of AI, but there was really nothing out there that you know would bring them all together into one.” — John Davie, CEO of Buyers Edge Platform

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• “I’m hoping that this is a breath of fresh air for companies that see that they are not going to have to be committed,” — John Davie, CEO of Buyers Edge Platform

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• “It does feel like way back in the day and we are doing it all over again and being scrappy and being very in the weeds on LLMs and post training and all sorts of things I was not trained in,” — John Davie, CEO of Buyers Edge Platform

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