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Private AI for Business and Work: 7 Options Compared (2026)

Choose an AI workflow according to the data and the task. A product name or plan label does not approve a use case. Review the exact contract and configuration with your organization.

We checked the linked vendor sources on October 14, 2026. This post reports no comparative product test.

ChatGPT Enterprise, Microsoft Copilot, LM Studio, Ollama, Otter, Cursor and Continue

1. ChatGPT Enterprise

OpenAI excludes ChatGPT Enterprise data from model training by default, unless the customer opts in. See its enterprise privacy terms. Review retention and connected apps separately.

2. Microsoft Copilot for organizational use

Microsoft states that prompts and responses remain within the Microsoft 365 service boundary unless the customer directs otherwise. Web search can send generated queries to Bing under separate terms. See the Microsoft web-search policy.

3. LM Studio

LM Studio documents offline use after model downloads. See its offline guide. Review the selected model, tools, extensions, and storage before sensitive use.

4. Ollama

Ollama supports cloud features as well as local models. Set OLLAMA_NO_CLOUD=1 to disable cloud features. Restart Ollama after the change. See the Ollama FAQ.

5. Otter Enterprise

The Otter retention guide carries an Enterprise label and requires an administrator to set a custom retention policy. The administrator arranges the policy with the account manager.

6. Cursor Privacy Mode

Cursor states that Privacy Mode excludes customer data from its model training. Its policy allows abuse-investigation retention and temporary encrypted file caches. Requests still pass through Cursor infrastructure. Non-ZDR models have separate controls. See the Cursor data-use policy.

7. Continue with a local model

The Continue offline guide requires a local model and disabled anonymous telemetry. Review all model roles, external tools, and extensions. Apply the Ollama cloud-disable control when you use Ollama.

PocketLLM is pre-launch. Private, on-device AI, starting on iPhone, with more platforms planned. No account required, no in-app tracking, and chat processing stays on your device. Join the waitlist.

We send a confirmation for a new signup and occasional product announcements. We do not send a scheduled email series.

ChatGPT, Copilot, LM Studio, Ollama, Otter, Cursor and Continue: data controls

OptionCheck before use
1. ChatGPT EnterpriseReview the contract, retention, and apps.
2. Microsoft Copilot for organizational useReview web-search settings.
3. LM StudioCheck downloads and optional tools.
4. OllamaCheck the local model and server access.
5. Otter EnterpriseConfirm the policy with the account manager.
6. Cursor Privacy ModeReview exceptions and the selected model.
7. Continue with a local modelCheck telemetry and all request destinations.

Local AI and hosted services for work

Use an approved local configuration when the task requires local inference. Use an approved hosted service when the data rules permit it. Check connectors, shared folders, exports, and retention for either workflow.

Local inference keeps prompts on the device during inference when the selected model runs there. For a local-only workflow, select no cloud model. Disable chat sync and cloud backup. Check the app telemetry policy. Disable optional network features. Review extensions, exports, and local storage access.

Before a work rollout

  1. Identify the data that the task needs.
  2. Remove unnecessary sensitive content.
  3. Confirm the permitted app, plan, and configuration.
  4. Test the task with non-sensitive material.
  5. Verify the output before use.

Frequently asked questions

Who can set an Otter custom retention policy?

The Otter retention guide carries an Enterprise label and requires an administrator. The administrator arranges the policy with the account manager.

How does Ollama disable cloud features?

Ollama documents OLLAMA_NO_CLOUD=1 as a control to disable cloud features. See the Ollama FAQ.

Does Cursor Privacy Mode remove all retention exceptions?

Cursor permits retention for abuse investigations and temporary encrypted file caches. Requests still pass through Cursor infrastructure. See the Cursor data-use policy.

PocketLLM is pre-launch, with a waitlist for the iPhone launch. More platforms are planned. See the PocketLLM model catalog for its separate model list.

Join the PocketLLM waitlist.

PocketLLM is pre-launch, starting on iPhone, with more platforms planned.

We send a confirmation for a new signup and occasional product announcements. We do not send a scheduled email series.