Private AI for Business

Comparison / Microsoft Copilot versus private deployment

Copilot is already in the tooling. The question is what work it should not carry.

We compare Microsoft Copilot with a private AI deployment by account, data path, connected sources, admin controls, workflow fit, and ownership. Current vendor terms decide the comparison; neither label is a guarantee.

Current termsData pathAdmin controlsWorkflow fit
A neutral example of the same workflow pattern, run on supplied synthetic material.

Pattern demonstration / same workflow, synthetic material

Fixed-scope setupClient-owned accountsDraft-and-review firstFull handover

Where the Copilot decision gets real

The product may fit. The boundary may not.

Copilot can be the practical route when the existing Microsoft environment, licenses, and current terms cover the workflow.

01 / PRODUCT

Use the existing workspace

Check the current plan, identity, connected sources, retention, and admin controls for the workflow.

02 / BOUNDARY

Separate the data path

Review what prompts, responses, files, and web queries do under the current terms and where they go.

03 / WORKFLOW

Test the actual job

Run the recurring task and compare output, source visibility, approvals, and the ability to act in systems.

The comparison boundary

Do not compare a plan name to a use case.

TERMS

Current documentation wins

Enterprise data protection, retention, regional, and web-query behavior are checked against the current official terms.

ACCESS

Permissions stay explicit

Shared mailboxes, connected files, delegated access, and source permissions are reviewed before the workflow is trusted.

OWNER

The business owns the decision

Whether Copilot, a private build, or a mix is right remains a decision for the client with its advisers.

A practical Copilot comparison

Put the actual workflow through both routes.

Map current use

List users, data, connected sources, prompts, outputs, and the recurring workflow.

Review the current terms

Check the official Copilot documentation and the client's agreement for data path, retention, and controls.

Test the workflow

Run the same questions and outputs in the available route and measure sources, access, and gaps.

Scope the private gap

If the managed route is insufficient, define a private workflow with client-owned accounts and a fixed test set.

Copilot can be the right answer. A private build becomes useful when the workflow needs a different boundary.

Why trust Pristine3D?

We build and operate production software.

Pristine3D Ltd builds and operates live digital products, and we run private AI workflows internally as part of our own operations. We scope around your real workflow: the documents you own, the questions your team asks, and the access boundary you approve. Based in Lagos, Nigeria, we work remotely with clients worldwide.

METHOD

We start with the actual workflow

One input, one output, one test set, and one person who owns the result. We scope a real workflow instead of a transformation programme.

OWNERSHIP

The boundary stays visible

Cloud, model, storage, and messaging accounts stay in your name. The chosen data path, access rules, test record, documentation, and training are part of the agreed scope.

Pricing / fixed scope

Know the starting numbers before you ask.

The final quote follows the workflow. Infrastructure and model bills stay on your accounts.

Annual support

Starting from
$3,000 / ₦1.5m
per year

Standard care for one delivered workflow. Optional. Larger deployments and active monitoring are separately scoped.

See support

Architecture review from $500. Standard annual support is $3,000 / ₦1.5m per year for one delivered workflow. New workflows, integrations, active monitoring, and infrastructure are separately scoped; infrastructure, model, storage, and messaging bills stay on client accounts. Full pricing and what changes the quote

Straight answers

Common questions.

Does Copilot send data to a public AI model?

The current position depends on plan, configuration, and terms. We review the official documentation and the client's agreement before concluding.

Is Copilot always the cheaper route?

Not necessarily. Compare licensing, configuration, admin time, and the workflow gap with the cost of a scoped private deployment.

Can you recommend Copilot instead of a build?

Yes. A useful review identifies when the existing Microsoft route is sufficient, not when a new deployment should happen for its own sake.

Own your knowledge base

The model is not the product. The knowledge base is.

Documents, the retrieval index, access rules, and the workflows built around them are the asset, and they compound. We deploy so the knowledge base stays yours: on your accounts, in the environment you choose, under access rules your team defines. The model behind the answers is a connector, so the knowledge base moves with you, not with a vendor.

THE ASSET

Your corpus, your index

The document store, metadata, and retrieval setup live on accounts you own. No vendor holds the corpus.

THE LOCK-IN

Models are swappable parts

Change the model provider, move regions, or go local without rebuilding the knowledge base or the workflow.

THE ALPHA

The knowledge base is the alpha

Every improvement to the corpus improves the answers, and the improvement stays with you, not with a vendor.

Keep exploring

Related setups.

Start with the workflow

What does Copilot still not solve?

Tell us the recurring task, the Microsoft environment, the data classes, and the review owner. We will map the gap before recommending a build.

Prefer email? Message us at hey@pristine3d.com.