Facebook, Meta AI and business tools

Research date: 4 October 2026
Edition: First Facebook baseline report
Method: Review of Meta's public documentation. No signed-in business account was inspected and no controls were tested in a live account.

Summary

Facebook’s background AI affects the distribution of business content and advertisements. Optional assistants add further processing without replacing those background systems.

By default: AI ranks feeds, Stories and Reels, recommends content and supports advertisement selection and delivery.
Beyond the default: Meta AI conversations, generated advertising material, creative enhancements, account-dependent comment summaries and connected business assistance such as Muse where available.
Outside Facebook: Meta can receive activity supplied by other businesses, including purchases and other interactions. Muse can connect Pages, advertising accounts and other business services; detailed permissions need checking.
Business exposure and learning: Eligible public adult content and AI interactions can be used for training under the documented regional arrangements. An administrator’s personal objection does not establish blanket coverage of business Page content. AI interactions can also affect personalisation separately from training.

The main exposure: Facebook can use information originating elsewhere to shape experiences, while public business material and connected services create additional information routes.

Business finding

A business can avoid optional AI conversations, review advertising features, restrict some information sharing and use available training-objection routes. These choices do not establish that Facebook's background AI has stopped.

Facebook uses AI to decide which content people see and which advertisements reach them. A business is therefore affected even when its employees never open Meta AI. Changing an employee's own feed does not give the business control over how Facebook distributes its posts to customers.^[1][2]

There is no single Facebook-wide AI opt-out established by this review. The business needs to assess personal profiles, its Page, advertising accounts and connected tools separately.

Where is AI operating?

Content distribution: AI ranks Feed, Stories and Reels, recommends content from accounts people do not follow and helps identify content for removal or reduced distribution. These functions can operate without a separate AI button.^[1]

Advertising: Meta's advertising systems use AI to select relevant advertisements. Advantage+ tools also automate parts of campaign creation and optimisation, including creative variations. AI-assisted delivery and optional generated advertising material are different functions.^[2][3]

Visible assistance: Meta AI provides conversational assistance. Meta has also announced AI comment summaries for public Groups, Pages and creator content. Announced features should not be assumed present in every account.^[4][5]

Connected business assistance: On 29 September 2026, Meta announced Muse for Small Business. Muse can connect Facebook Pages, Meta advertising accounts and other business services. Meta describes Muse as available in the US and Canada; this announcement does not establish availability for a UK business.^[6]

Who controls it?

Meta controls the platform's ranking systems and underlying AI. Individuals control available preferences for their own accounts. A business must separately identify who can change its Page, advertising and connected-service settings.

For this assessment, record:

The personal profiles used by staff to manage the business.
The business Page and people authorised to manage it.
Advertising accounts, active campaigns and the people authorised to change them.
Connected services, including any AI assistant given access to business accounts.

A preference saved by one employee should not be treated as a setting covering the whole business. Equally, access to a Page should not be assumed to include authority over every associated advertising account or connection.

What can the business switch off?

The feed an employee sees

Meta documents Feed Preferences, Favorites, Show more/Show less and the Feeds tab. Feeds offers a chronological view of followed content. These change viewing choices; they do not switch off all Facebook AI or control customers' feeds.^[1]

Optional conversations and generated material

Staff can avoid asking Meta AI to process business information. This limits deliberate submissions; it does not disable background ranking or model training on otherwise eligible public content.^[7][8]

For advertisements, inspect the current campaign's Advantage+ and creative settings. Record which optional enhancements can actually be disabled and preview the resulting advertisement. This review did not establish one setting that disables every AI function across all advertising accounts.^[2][3]

For comment summaries and other account-specific AI features, check the controls shown in the actual account. A universal current switch and menu path for these features was not established from the official material reviewed.^[5]

Connected assistants

Treat authorising Muse or another assistant as a separate decision. Review each requested connection before granting access. Meta says Muse does not publish, send or spend without approval; that is a provider statement, not a live test completed for this report.^[6]

What information and actions can the business restrict?

The useful question is not simply whether AI can see a Facebook account. It is which information reaches which feature, through which route.

Information or access route	What the business needs to understand
Public posts and comments	Meta identifies eligible adult public content as a source for generative AI training in the UK and EU. Do not assume an administrator's objection covers all business Page material.^[7][8]
Questions or material submitted to Meta AI	These are information given to the assistant, rather than ordinary private correspondence. Meta's EU explanation includes AI interactions in training.^[8]
Private messages	Meta says private messages with friends and family are not used for this training unless someone in the conversation shares them with an AI feature. That statement should not be extended into a blanket promise covering every business messaging tool.^[8]
Activity sent by other businesses	Meta describes using information such as purchases and game activity for personalisation. The announced control concerns its use, rather than proving collection has stopped.^[9]
Connections to Muse	Meta identifies Page, advertising-account and other business-service connections. The actual permissions granted need checking; the announcement is not a complete list of every field accessible.^[6]

Proposed business restrictions include keeping confidential material out of public posts and AI prompts, reviewing who can publish, and granting only necessary connections. A public Page should not be treated as a private document store.

Meta announced changes in June 2026 to controls for activity received from other businesses. The expanded Activity from other businesses setting covers personalised advertisements and other experiences, while the previous disconnect setting is being removed in the rollout. Meta said rollout would begin in the US and other countries in July. Check the setting actually available in the account; this report does not establish the same rollout stage everywhere.^[9]

Can the business refuse use of its information for training?

Meta documents objection routes for people in the UK and EU, linked through its notices. Its EU announcement says existing and new objections will be honoured. These are regional routes, not evidence of one worldwide business-account opt-out.^[7][8]

For a UK business, the practical steps are:

Have each relevant account holder open Facebook's current AI privacy notice or Privacy Center.
Find the official objection route available to that account and submit it where appropriate.
Save the submission and Meta's response, including the date and stated scope.
Establish separately whether the response covers business Page content and information shared through connected tools.

Do not mark the business as fully opted out merely because one administrator received confirmation. This review did not establish blanket Page coverage or that an objection removes information already incorporated into a trained model.

Meta also says interactions with generative AI can influence content and advertising recommendations in participating regions. A training objection and a personalisation preference address different uses; check both.^[10]

How can the business check that its choices worked?

The following are proposed business checks, rather than claims of testing completed for this report:

Record the profiles, Page, advertising accounts, country, settings and person responsible.
Reopen each setting after saving it and retain dated screenshots.
Keep training-objection confirmations and check which account and information they identify.
Preview advertisements after changing creative settings. Check the final material for unwanted generated text or imagery.
Review connected services and their permissions. If a connection is removed, use harmless test information to check whether the assistant can still retrieve new business information through it.
Check again after product updates or a change of staff access.

These checks provide evidence about settings and visible behaviour. They do not independently prove that Meta has stopped every form of AI processing, erased previous training effects or changed how every customer sees the business.

What does the business lose, retain or need to replace?

Avoiding optional assistance means staff must draft, summarise and review material themselves. Disabling available creative enhancements may require more manual advertising work. Meta presents its automation tools as ways to reduce campaign work and improve results; this report did not independently measure those benefits.^[3]

Using a chronological view changes the employee's reading experience. It does not establish a chronological distribution channel for the business's own posts.^[1]

Declining Muse connections avoids that additional access route, while foregoing its connected assistance. It does not remove Facebook's existing advertising or recommendation systems.^[6]

For activities needing greater control over publication and customer contact, a business can maintain its own website and direct mailing list alongside Facebook. These are proposed working alternatives, not guarantees of an AI-free service. The business still needs to assess the providers used for those channels.

Control assessment

Requirement	Finding
Avoid optional AI conversations	Possible as a staff practice; does not stop background AI.
Change an employee's feed	Documented viewing controls; no control over customers' feeds.
Disable optional advertising enhancements	Requires campaign-specific checks; no complete advertising AI opt-out established.
Restrict additional business-tool access	Review each connection and its permissions separately.
Refuse generative AI training	UK and EU objection routes documented; global and blanket Page coverage not established.
Limit activity-based personalisation	Documented controls are changing; availability and scope require account checks.
Verify complete absence of AI processing	Not established from published information reviewed.

Sources and scope

All sources below are official Meta publications checked on 4 October 2026. This report covers Facebook and relevant Meta AI, advertising and connected-business functions. Messenger is included only where needed to explain information shared with AI. It is not a full report on Instagram, WhatsApp or every third-party integration.

Some Facebook Help and Privacy Center pages required sign-in. Exact controls not confirmed from accessible official material are identified as unresolved. Announced capability is distinguished from availability in a particular account. Provider statements are not independent verification of implementation.

Unresolved: current account-specific controls and regional rollout; full business Page coverage of personal training objections; detailed permissions and retention for each connection; independent verification of background processing and training exclusions.

Changes since previous Facebook report: None. This establishes the first Facebook baseline for subsequent monthly research.