Early on, the platform focused on personal knowledge management, attracting journalists, analysts, and researchers. Users could gather content from multiple sources and query it in a structured way. But the company\u2019s direction sharpened as AI tools entered the mainstream.<\/p>\n
While much of the market leaned into large language models, bundleIQ stayed focused on the underlying data.<\/p>\n
\u201cThe problem with a lot of these tools is that they\u2019re LLM-first,\u201d he said. \u201cThey focus on generating responses, but not on how the data is actually organized, structured, and trusted.\u201d<\/p>\n
That gap becomes obvious in real use. AI tools can generate answers, but often struggle to show exactly where those answers come from. For professionals making decisions, that creates friction.<\/p>\n
\u201cYou can\u2019t just be led blindly by AI,\u201d Mohnacky asserted. \u201cYou need to know where the information is coming from.\u201d<\/p>\n
BundleIQ built around that need. Its system can point users to precise sources\u00a0\u2013\u00a0down to a page, paragraph, or moment in a video \u2013\u00a0reducing the time spent verifying outputs.<\/p>\n
As AI adoption grew, another insight became central to the company\u2019s strategy: much of the world\u2019s most valuable information isn\u2019t on the open internet.<\/p>\n
\u201cWhat if we go after all the data that\u2019s not in Google and not in ChatGPT?\u201d Mohnacky said.<\/p>\n
That includes private research, conference content, and industry-specific knowledge locked behind portals. In response, bundleIQ developed new products like Alani Connect, which organize this type of content into structured datasets that users can interact with directly.<\/p>\n
Instead of searching broadly, users can query curated sources tied to specific domains \u2013\u00a0whether that\u2019s venture capital, healthcare, or policy.<\/p>\n
\u201cPeople want AI-powered answers,\u201d he said. \u201cBut they also need data they can trust.\u201d<\/p>\n
That trust often comes from established institutions. In high-stakes areas, the difference between a credible source and an anonymous one matters.<\/p>\n
\u201cI don\u2019t really care what someone on Reddit says about tax credits,\u201d he added. \u201cI need a trusted source.\u201d<\/p>\n
The company is now working with organizations to ingest large volumes of proprietary content and make it usable through AI. At a recent project with the Center for BrainHealth in Texas, bundleIQ processed hundreds of files tied to an event, allowing users to ask questions and trace answers across research, talks, and presentations.<\/p>\n
At the same time, the platform is expanding beyond content into community. As AI agents take on more tasks, Mohnacky believes the differentiator will shift toward networks. That\u2019s why bundleIQ is building features that allow users to connect around shared knowledge, turning content ecosystems into active communities rather than static libraries.<\/p>\n
The company has raised a seed round backed in part by Florida Opportunity Fund through DeepWork Capital and is preparing for a Series A. Today, the team remains tight, with seven employees, but the focus is on scaling access to trusted data.<\/p>\n
READ MORE IN REFRESH MIAMI:<\/p>\n
I am a Miami-based technology researcher and writer with a passion for sharing stories about the South Florida tech ecosystem. I particularly enjoy learning about GovTech startups, cutting-edge applications of artificial intelligence, and innovators that leverage technology to transform society for the better. Always open for pitches via Twitter @rileywk or www.RileyKaminer.com.<\/p>\n ![\"Riley](\"https:\/\/www.newsbeep.com\/us-fl\/wp-content\/uploads\/2025\/10\/4q0a7418-1.jpeg\")
<\/a> <\/p>\n<\/a>Latest posts by Riley Kaminer (see all<\/a>) \t<\/p>\n","protected":false},"excerpt":{"rendered":"At some point, the problem flipped from information access to information overload. Long before ChatGPT became mainstream, Palm…\n","protected":false},"author":2,"featured_media":216269,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[15],"tags":[225,227,226],"class_list":["post-216268","post","type-post","status-publish","format-standard","has-post-thumbnail","category-hialeah","tag-hialeah","tag-hialeah-headlines","tag-hialeah-news"],"_links":{"self":[{"href":"https:\/\/www.newsbeep.com\/us-fl\/wp-json\/wp\/v2\/posts\/216268","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.newsbeep.com\/us-fl\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.newsbeep.com\/us-fl\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/us-fl\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/us-fl\/wp-json\/wp\/v2\/comments?post=216268"}],"version-history":[{"count":0,"href":"https:\/\/www.newsbeep.com\/us-fl\/wp-json\/wp\/v2\/posts\/216268\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/us-fl\/wp-json\/wp\/v2\/media\/216269"}],"wp:attachment":[{"href":"https:\/\/www.newsbeep.com\/us-fl\/wp-json\/wp\/v2\/media?parent=216268"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.newsbeep.com\/us-fl\/wp-json\/wp\/v2\/categories?post=216268"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.newsbeep.com\/us-fl\/wp-json\/wp\/v2\/tags?post=216268"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}