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    Home - AI & Tech - One startup’s pitch to offer extra dependable AI solutions: crowdsource the chatbots
    AI & Tech

    One startup’s pitch to offer extra dependable AI solutions: crowdsource the chatbots

    Naveed AhmadBy Naveed AhmadMarch 4, 2026Updated:March 4, 2026No Comments4 Mins Read
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    One startup’s pitch to offer extra dependable AI solutions: crowdsource the chatbots
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    John Davie needed Consumers Edge Platform, the hospitality procurement enterprise he based and nonetheless leads, to learn from the AI wave. When he regarded round, the CEO wasn’t glad with the choices. 

    The reply was CollectivIQ, a Boston-based firm incubated at Consumers Edge Platform that provides customers extra correct solutions to their AI queries by exhibiting them responses that pull data from ChatGPT, Gemini, Claude, Grok — and as much as 10 different fashions — all on the similar time.

    When new AI instruments started hitting the market a number of years in the past, Davie instructed TechCrunch he was excited concerning the potential and inspired his workers to strive them out. His optimism was short-lived.

    “We had a little bit of a wake-up name a couple of 12 months in the past after we discovered that if our workers are simply utilizing any varied AI instruments, and even their very own license, it might be coaching on our firm data,” Davie mentioned. “We might be primarily edging our competitor.”

    Davie regarded into safer enterprise AI contracts and found costly long-term contracts for big language fashions that produced inaccurate data and hallucinations.

    “We hated having to resolve which workers deserved AI,” he mentioned. “What actually made it worse, workers had been complaining about hallucinated, biased solutions. Typically it was actually giving us flat, incorrect solutions that made their manner into PowerPoint displays and canopy displays.”

    He challenged his chief expertise officer to construct one thing higher.

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    The end result was CollectivIQ. The spinout created a software that queries a number of giant language fashions, together with these from OpenAI, Anthropic, Google, and xAI on the similar time. The software program searches for overlapping and differing data to supply a fused reply that’s meant to be extra correct than these produced by every LLM by itself.

    All the information concerned with CollectivIQ prompts is encrypted and deleted after use to take care of enterprise-grade privateness, the corporate claimed.

    “As any individual who simply loves expertise, you’re at all times on the lookout for one of the best of one of the best, proper?” Davie mentioned. “You at all times wish to have the newest, best iPhone or laptop computer or software and I needed to provide my workers one of the best of one of the best of AI, however there was actually nothing on the market that would carry all of them collectively into one.”

    CollectivIQ began rolling the software program out internally to its workers in the beginning of 2026. The preliminary response was robust, Davie mentioned. As soon as Davie discovered that lots of Consumers Edge Platform’s prospects had been coping with the identical confusion or hesitation round adopting AI instruments, the corporate determined to launch it to the general public.

    The software program was constructed utilizing AI mannequin enterprise APIs. CollectivIQ pays for the token prices and its prospects pay by utilization, which Davie hopes will assist the corporate stand out in a crowded enterprise AI market.

    “I’m hoping that it is a breath of contemporary air for corporations that see that they aren’t going to need to be dedicated,” Davie mentioned. “They’re solely going to pay for the worth they get out of it.”

    CollectivIQ was totally funded by Davie, who instructed TechCrunch he plans to hunt outdoors capital in some unspecified time in the future later this 12 months. For Davie, it’s been enjoyable to be again constructing a brand new startup practically 28 years after he launched his present firm.

    “It does really feel like manner again within the day and we’re doing it over again and being scrappy and being very within the weeds on LLMs and submit coaching and all kinds of issues I used to be not educated in,” Davie mentioned. “It’s enjoyable and thrilling. I am going sit hand and hand with the software program builders constructing the product, that’s how I received my important firm, it’s quite a lot of enjoyable.”



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