Since Meta's security vulnerabilities made headlines last week, the company shifted its public narrative hard toward revenue opportunity — and on June 3, that pivot landed in London.

What Meta Actually Launched

At its Conversations conference in London, Meta officially unveiled the Meta Business Agent — an AI tool built into WhatsApp, Instagram, and Messenger that can answer customer questions, recommend products, book appointments, qualify sales leads, and escalate complex queries to human staff. According to Reuters, more than 1 million businesses had already been using earlier chatbot versions of this system on WhatsApp and Messenger before Wednesday's global rollout.

Meta first tested the product — then called Business AI — in October 2025 in select markets including India and Mexico, according to CNBC. The global launch completes a roughly two-year testing process.

Meta Head of Product Naomi Gleit told Reuters the company is making an "enterprise play." The goal isn't just automating customer replies. Gleit said Meta wants the agent to "take actions" — complete payments, process bookings, place orders — going beyond the "rule-based automations" of legacy bots.

Zuckerberg's Big Claim

Mark Zuckerberg, speaking at the London event, said the ambition is for the agent to "eventually help you run your whole business." According to Engadget, he framed it as democratizing what major brands can do: "A clothing shop in Birmingham or a bakery in São Paulo can offer the same always-on, highly-personalized experience as a major brand."

The advanced features — market research, competitive intelligence, calendar management, product insights — are not yet widely available. Meta has a waitlist, according to Engadget. The full vision depends on Meta's underlying AI models improving.

The Business Model Question

Meta depends on ads for roughly 98% of its revenue, according to CNBC. The company has tried to diversify for nearly two decades with limited success. Workplace, Meta's Slack competitor, launched in 2016 and was quietly killed earlier this year after a decade of irrelevance, according to PYMNTS.

The Business Agent is free to start, then gets folded into a paid subscription under the Meta One brand — a packaging framework Meta introduced just last week. Large enterprises will pay based on token consumption, according to TechCrunch. This is the same pricing model used by OpenAI and Anthropic. The difference: those companies built enterprise credibility from scratch. Meta is trying to bolt enterprise ambitions onto a company whose institutional reputation with corporate IT departments has been damaged by past failures.

Data security concerns tanked Workplace. Meta's first wave of Instagram chatbots were caught flirting with underage users, according to MediaPost. These are significant concerns for enterprise sales teams trying to convince their legal and compliance departments to deploy Meta inside customer-facing workflows.

Meta Is Late to This Race

The enterprise AI embedded-engineer playbook that Meta is now following — called Enterprise Solutions, led by Gleit — copies a model that Palantir pioneered over 20 years, according to PYMNTS. Google Cloud CEO Thomas Kurian already announced forward-deployed engineers for enterprise clients. OpenAI launched a majority-owned deployment subsidiary backed by over $4 billion. Anthropic formed a similar venture with Wall Street firms in early May.

Meta is joining late. The gap isn't technical — Meta's models are competitive. The gap is institutional trust, and that's a harder problem to fix with a press event in London.

Coverage Gaps

CNBC, TechCrunch, and Engadget all gave Meta a relatively clean rollout story. None of them gave much weight to the company's track record of failed non-ad products. PYMNTS was more candid about Meta's institutional baggage, but their article is paywalled.

MediaPost reported in April 2026 that businesses using Meta's AI assistant saw a 20% higher rate of resolving common account issues and a 12% decrease in ad cost per result. That performance data was largely absent from today's launch coverage, which leaned heavy on Zuckerberg quotes and light on numbers that matter to actual business owners.

What This Means for Regular People and Small Businesses

If you run a small business and you're already on WhatsApp Business or Instagram, this is a real, functional tool landing in your hands right now — for free. It's not perfect and the advanced features aren't ready yet, but automating basic customer interactions has genuine value.

The subscription paywall is coming "in the coming months." Businesses already using the tool will want to lock in their workflows before pricing begins.

For enterprise decision-makers, the question is straightforward: Meta wants to sit inside your customer communications, your sales pipeline, your calendar, and eventually your entire operation. That's an enormous amount of data flowing through a company that makes 98% of its money selling targeted advertising. Whether the Business Agent terms keep that data siloed from the ad machine is a question Meta has not answered clearly in any of today's coverage.

Zuckerberg wants to run your whole business. Check the terms first.