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Data Ingestion Risk

Data Ingestion Risk

The danger that sensitive or proprietary information will be permanently absorbed into an AI model's training set during a user's interaction.

This is a primary risk of unsanctioned AI. If a provider's terms allow them to use prompts for model improvement, any pasted data becomes part of the model's parametric knowledge. Unlike a file on a server, this data cannot be deleted through standard IT procedures once the training cycle is complete, leading to potential long-term intellectual property leaks.

Real world example:

An engineer pastes proprietary source code into a public AI tool to debug it. The code is ingested and used to train the next version of the model - potentially allowing competitors to prompt the AI for similar logic in the future.

“What used to take weeks of manual reviews and policy work is now structured and auditable in Enzai within minutes. It’s the first time AI governance has felt operational, not theoretical.”

Ready to get started

with your AI governance program?

Enzai provides an AI governance and enablement platform that will help your organisation maximise AI adoption, while minimising AI risk.

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Frosted glass visual with warm amber and gold light. Enzai provides a lawyer-led platform for AI governance and trust.

Customer Support Ticket Classification

Draft Use Case

5 requested AI solutions

Requested on: 7 Nov 2026

Requested by: Enzai

Reviewers:

Automated Contract Risk Review

Draft Use Case

5 requested AI solutions

Requested on: 7 July 2026

Requested by: Enzai

Reviewers:

Sales Forecasting & Demand Prediction

Draft Use Case

5 requested AI solutions

Requested on: 18 August 2026

Requested by: Enzai

Reviewers:

Employee Resume Screening Assistant

Draft Use Case

5 requested AI solutions

Requested on: 19 June 2026

Requested by: Enzai

Reviewers:

Ready to get started

with your AI governance program?

Enzai provides an AI governance and enablement platform that will help your organisation maximise AI adoption, while minimising AI risk.

Hear back in 24 hours

Dark frosted glass with a vertical golden glow. Enzai offers comprehensive AI governance and compliance solutions.

Customer Support Ticket Classification

Draft Use Case

5 requested AI solutions

Requested on: 7 Nov 2026

Requested by: Enzai

Reviewers:

Automated Contract Risk Review

Draft Use Case

5 requested AI solutions

Requested on: 7 July 2026

Requested by: Enzai

Reviewers:

Sales Forecasting & Demand Prediction

Draft Use Case

5 requested AI solutions

Requested on: 18 August 2026

Requested by: Enzai

Reviewers:

Employee Resume Screening Assistant

Draft Use Case

5 requested AI solutions

Requested on: 19 June 2026

Requested by: Enzai

Reviewers:

“What used to take weeks of manual reviews and policy work is now structured and auditable in Enzai within minutes. It’s the first time AI governance has felt operational, not theoretical.”

Ready to get started

with your AI governance program?

Hear back in 24 hours

Dark frosted glass with a vertical golden glow. Enzai offers comprehensive AI governance and compliance solutions.

Customer Support Ticket Classification

Draft Use Case

5 requested AI solutions

Requested on: 7 Nov 2026

Requested by: Enzai

Reviewers:

Automated Contract Risk Review

Draft Use Case

5 requested AI solutions

Requested on: 7 July 2026

Requested by: Enzai

Reviewers:

Sales Forecasting & Demand Prediction

Draft Use Case

5 requested AI solutions

Requested on: 18 August 2026

Requested by: Enzai

Reviewers:

Employee Resume Screening Assistant

Draft Use Case

5 requested AI solutions

Requested on: 19 June 2026

Requested by: Enzai

Reviewers: