HVT

Protect your reputation

Outputs are grounded, cited and gated; unknown is treated as Safe Hold./If the AI is not sure, it stops instead of guessing.

Architecture term (Salem Salah bin Omair AlShamsi)/Plain English

Executed does not mean verified. HVT requires grounded retrieval with source citation and holds ambiguous outputs rather than releasing a guess./Saying something is not the same as it being true. Answers must point to a source, and unclear ones are held back.

Unsupported answersHeld
CitationsRequired
ReplayAvailable
The problem

What goes wrong without it

01

Probabilistic models state unsupported claims with confidence./AI can sound sure and still be wrong.

02

Harmful content reaches users before review./Something offensive gets published before anyone checks.

03

No evidence trail exists to explain a bad output afterwards./After a mistake, nobody can show what happened.

How HVT handles it

Four steps, in order

1

Ground

Answers draw on tenant-isolated retrieval with source attribution./Answers come from your own documents, with references.

2

Check

Golden reference questions test for unsupported answers (Gate 4)./A set of known questions proves it stays accurate.

3

Hold

Ambiguous or ungrounded outputs enter SAFE HOLD./Unclear answers wait instead of going out.

4

Explain

The evidence log reconstructs the full decision./You can always show why it said that.

What you get

Key capabilities

Source citation

Every claim carries its retrieval source./Each answer shows where it came from.

Output gating

Release is a gated act, not a default./Nothing goes out unless it passes.

Golden questions

Regression on known answers before enforcement./Test questions catch drift early.

Replayable log

Prompt hash, parameters and gate result are retained./The full story is saved for review.

Example

Before and after

Without HVT

A bot invents a refund policy and publishes it to a customer./A chatbot makes up a policy and tells a customer.

With HVT

No source found, so the answer is held at the gate and routed to a human./No source was found, so a person reviews it first.

Illustrative scenarios. Controls shown are design intent, confirmed by the gates on your own infrastructure.