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Validiti
The sovereign records node

North Star

Point any AI at everything you keep. It answers exact and cited — and nothing leaves the building.

Runs offline · works with any AI · installs alongside what you already run
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The whole cost of finding out

A light bulb.
That’s the barrier.

Set one on the table. That’s the power the box draws — and about the entire cost of learning what your records could be doing for you. It runs beside what you have now, read‑only, and you measure the difference yourself.

The trade you no longer have to make

Your data can answer any AI.
And still never leave.

Until now you had two choices: keep your data locked and blind to AI, or ship it to someone else’s model and lose control. There is now a third — answerable in place, shared with no one.

Option A

Keep it locked

Safe and sovereign — and blind. The AI everyone else is using can’t touch it, so it does nothing for you.

cost: you fall behind
Option B

Ship it out

Upload it to someone else’s model to make it useful. Now it’s copied, retained, and out of your hands.

cost: you lose control
The third option

Make it addressable

Answerable by any AI, in place. The model asks; your box answers, cited. Nothing is shared.

cost: none of the above
The first question every AI project hits

Your data is millions of tokens.
Your token bill isn’t.

Every AI integration runs into the same two walls: your data is far too big to fit in a model’s context window, and paying by the token to push it through adds up fast. A Validiti box dissolves both — it answers across millions of tokens of your data (the live demos reach 74 million) while the model only ever exchanges your question and the cited answer. The token bill stays small and flat no matter how large your data grows — and none of it ever leaves your hardware.

Live nowAll five live boxes run on 4 CPU · 8 GBone virtual machine — no bigger than a laptop
See it live

Ask a real box a question. Watch the data stay home.

Five live, sovereign boxes over five kinds of real data. Same idea on every one: you ask, the AI writes the query, the box answers exact and cited — and no record ever reaches the model.

Texas Rangers
Every stat in franchise history, cited.
The U.S. Code
Every statute — verbatim, or a fake citation flagged.
🏢
Business Records
A real order book — ask across all of it; the box answers, cited.
🏭
Job Shop
1.7M records. Ask for the highest-margin job.
💡
US Patents
Real patents with verbatim claims, cited to the number.
Open the live demo →Same engine. Your data would be the sixth box.
How it works

Three steps. The data never moves.

Your AI does the thinking at the edge; your box does the answering in place. Nothing in the middle ever carries a value.

01 The AI writes the question

The AI writes the question.

Your model sees only the shape of your data — the field names, never a value — and turns your plain question into a precise query.

It never receives a record. Not a name, not a number.
02 Your box answers it

Your box answers it.

The query runs on your hardware, over your real records, in place. Nothing is copied out. The box finds the exact answer — over all of your data, never a sample.

Your data, where it already lives.
03 Cited, signed, and yours

Cited, signed, and yours.

The answer comes back tied to the record it came from and signed — trustworthy on its face, and provable later. The model never saw the data.

Trust you can verify, not trust you’re asked to take.
Model-agnostic

Bring any AI. It only ever sees the field names.

Use the model you already trust — and swap it tomorrow. Nothing about your data changes, because the model never touches your data.

Your choice of engine

Any model. Same guarantee.

OpenAI gpt‑4o Anthropic Claude Google Gemini On‑box local model Your own fine‑tune

Change providers freely — the sovereignty guarantee is ours, not the model’s. The AI is the fuel; your box is the engine.

What the model gets
Field names & the data’s shapethe model sees this
Your plain-English questionthe model sees this
Any actual valuenever sent
A record, a name, a numbernever sent
The final answercomputed on your box
On your hardware

It’s yours. It stays yours.

One quiet, sealed node in your building — online or fully offline, on about the power of a light bulb. It sits beside the systems you already run and makes everything you keep answerable at once — sharing none of it, replacing none of it.

any AI
OpenAI, Claude, Gemini, or local. Point the model you already use at everything you keep — every answer exact and cited.
35–65W
A light bulb of power — one quiet node beside your stack, online or fully offline. It adds the answer layer; it doesn’t replace what you run.
hundreds–thousands
Cited answers per second, in parallel — enough for your whole team and many AI agents at once.
0 shared
Records ever reach the model. It only sees the shape; the data never leaves your hardware.

*Measured in our own tests on real data. Results vary with your data, your questions, and your hardware — run them on a slice of yours and check every number.

Point any AI at your data. Share none of it.

See it running on our data in two minutes — or tell us what you keep, and we’ll point it at yours.

© Validiti · your data, answerable by any AI — shared with none See it live · contact@validiti.com