Independent research, fall 2026

Stop guessing what “private” means.

Ten major AI providers. Consumer tools versus business products, laid side by side. Training rules, human review, retention, deletion — the distinctions vendors don’t put in their marketing.

10Major AI providers covered
2Lenses: consumer and business
$27–$197Single brief to full library

The same provider, two very different postures. It’s rarely the gap you’d expect.

Consumer productHigher exposure
Lower riskHigher risk
Business tier, same providerLower exposure
Lower riskHigher risk

This is the pattern across most of the ten providers in the library — and it’s exactly what most people never check before they type something sensitive into a chat box.

Individuals

Personal,
Private AI

Your AI agent knows how you think, write, and work. It is an asset worth preserving, not a subscription feature to leave behind.

Privacy · Memory · Continuity · Portability

Organizations

Your Business Intelligence

Bring stewardship, migration, and infrastructure clarity to the knowledge and workflows that keep your organization moving.

Migration · Stewardship · Systems · Governance

What we do

Where do you go with your AI?
Private AI infrastructure
Deliberately Assembled

01 / Migration

AI Migration

Move conversations, instructions, knowledge, and workflows into an owned environment.

02 / Infrastructure

Private Infrastructure

Build a durable system around control, access, resilience, and suitable models.

03 / Knowledge

Knowledge Migration

Preserve the context that gives the AI relationship its compounding value.

04 / Stewardship

AI Stewardship

Keep the environment healthy after launch with reviews, backups, and improvements.

Process

Simple process, you’re notified all along.

01

Discover

Understand your current AI ecosystem and what needs to move.

02

Design

Setup the architecture, structure, and access model.

03

Migrate

Preserve knowledge and workflows while moving the system.

04

Validate

Confirm the environment is complete before handoff.

05

Own

Make the result durable infrastructure, not a one-off project.

FAQ

Clear questions. Direct answers.

What exactly are you migrating?

Conversations, memory, instructions, documents, workflows, and the important context that gives the AI relationship value.

Can you support individuals and companies?

Yes. The same ownership principle applies to a personal AI relationship and to the operating knowledge of a company, while the right infrastructure differs for each.

What happens after the migration is complete?

AI Stewardship can provide ongoing updates, model recommendations, backup verification, security reviews, and practical workflow improvements.