Your AI Has Never Seen Your Data

The data landscape no one talks about

Last year, a team inside a New Jersey state agency needed to connect transportation spending across three counties to a pattern of environmental violations. The data existed. Every dollar, every inspection report, every permit decision. All public record.

Spread across 23 different agencies, each with its own database, its own format, its own search tool. They spent nearly two weeks navigating portals, copying results into spreadsheets, and retracing their steps. At the end of it, they still lacked confidence they had captured everything.

That is not an inconvenience. That is how flawed decisions take root. When the cost of finding information exceeds the patience of the person looking, people stop looking. Policy gets shaped by whatever was accessible, not what was accurate.

New Jersey has one of the most comprehensive open data portals in the United States. Pensions, corrections, public utilities, education, healthcare, transportation. It is all publicly available. It has always been publicly available.

And yet, if you ask any frontier AI model a question that requires connecting two of those agencies, say comparing pension liability data to education budget allocations, you will get one of three responses: a confident hallucination, an admission of ignorance, or a redirection to "please consult official sources."

Why frontier models cannot help

GPT, Gemini, Claude. Remarkable systems. They can write code, summarize documents, reason through complex problems. But they share a fundamental constraint.

They were trained on the internet. And your data, your organization's data, your government's data, was not on it.

NJ Open Data contains 23,000+ PDFs packed with embedded images, tables, charts, and scanned documents. Spreadsheets with inconsistent schemas across agencies. ZIP archives containing files in formats that overlap but do not align. No frontier model was trained on any of this.

23 agencies. 0.2 seconds.

We deployed Kurious on the entire NJ Open Data portal. 85 million records. 789 data sources. 23 agencies. 8+ formats. All indexed and queryable in plain language.

Type a single question. The answer arrives in 0.2 seconds, drawn from every agency simultaneously, surfacing connections that no individual database could ever reveal. Every element of the answer is fully traceable. You see exactly which document, which page, which table row it originated from.

Search that perceives video

Most tools search text. Some accommodate spreadsheets. Kurious goes further. It searches inside video.

It comprehends what is being said. It interprets what is being shown. When the answer originates from a video, it delivers the exact timestamp where the information was spoken.

Governments record hundreds of hours of public hearings and committee sessions every year. That content has been effectively invisible to search. The only way to access it was to watch it.

Now it is as discoverable as a document. If the answer lives at minute 47 of a three-hour hearing, you are taken directly there. Page numbers for documents. Timestamps for videos. One answer, fully traceable across every format.

It learns how you work

Finding information is the first challenge. But there is a second one most people overlook: the repetition.

Organizations operate on patterns. The same categories of questions surface on the same cycles. The same data gets assembled from the same sources for the same decisions. People do not recognize it because it simply feels like work.

Kurious recognizes it. It identifies patterns in how an organization searches, what gets pulled together, and how frequently. When it detects a repeated workflow, it flags it, recommends automating it, and in many cases executes the automation itself.

The shift is fundamental. Instead of a tool you consult with questions, you gain a system that understands how your organization operates and begins working ahead of you.

Bigger than one dataset

NJ Open Data is a single proof point. The challenge it represents exists in every industry.

A law firm with decades of case files and deposition videos buried across four systems. A pharmaceutical company with research presentations and laboratory recordings distributed across teams on three continents. A financial institution with compliance data spanning regulatory PDFs to recorded earnings calls.

Same platform. Same speed. No custom configuration required for each new domain.

The leaderboard is live and open. See how Kurious compares to frontier models on real NJ government data: