Our competitors advertise AI and we don't — match them, or hold the line?

Superficial AI claims no longer drive valuation or enterprise deals, while regulators actively prosecute companies for unsubstantiated AI marketing claims. Leaders risk exposure if their AI announcements do not align with actual engineering capabilities.

· Counsel verdict · AIssential

The question

Competitors in our market now put AI in their commercial materials and some of our clients have started asking about it. We can invest in something visible we can show, invest where it would actually pay even if clients never see it, or decline to play and be able to say why. Does the evidence show AI claims moving buying decisions in a business like ours, what is the exposure if we announce something thin, and how do we tell commercial pressure apart from a real gap?

Counsel's position

Invest in internal AI capabilities that demonstrably enhance core business functions to build defensible value and mitigate reputational risk.

Verdict

The verdict: Invest in internal AI capabilities that demonstrably enhance core business functions to build defensible value and mitigate reputational risk.

How the criteria decide

3 of 3 criteria resolved on cited evidence.

CriterionFavoursEvidence
Effect on winning and keeping clientsInvest in internal AI

Superficial AI claims no longer drive valuation or enterprise deals

You can’t get a stock bump anymore just by claiming you’re integrating AI. The market wants evidence of monetization.

Artificial intelligence - Crunchbase News

AI investments now require tangible evidence of profitability and moats

Investors are no longer willing to just price on promise, and start demanding tangible evidence of progress.

Musings on Markets

Meta's AI investments focus on core revenue rather than visible features

AI makes our business better — and by “our business”, I mean ads. AI is more than LLMs: it is machine learning, and we have been using machine learning to improve our ads business for years.

Stratechery by Ben Thompson

Exposure if the claim outruns what we actually doInvest in internal AI

Regulators are actively prosecuting companies for unsubstantiated AI marketing claims

Every AI-washing case charged so far is, underneath the legal language, a claims-to-code gap that someone eventually measured.

HackerNoon

DOJ prosecutes conventional financial misstatements as AI-related fraud

The case underscores that prosecuting AI-related fraud—even where the fraudulent misstatements and omissions themselves do not squarely relate to AI—remains a priority under the current DOJ.

Debevoise Data Blog

Money and attention diverted from work that already paysInvest in internal AI

Meta's AI investments focus on core revenue rather than visible features

AI makes our business better — and by “our business”, I mean ads. AI is more than LLMs: it is machine learning, and we have been using machine learning to improve our ads business for years.

Stratechery by Ben Thompson

Superficial AI claims no longer drive valuation or enterprise deals

Enterprise buyers and investors have shifted from rewarding superficial AI integration to demanding measurable ROI, cost predictability, and embedded security.

Regulators are actively prosecuting companies for unsubstantiated AI marketing claims

The SEC is comparing public marketing materials against actual codebases to penalize companies for "AI washing."

DOJ prosecutes conventional financial misstatements as AI-related fraud

The Justice Department is framing conventional corporate fraud cases around AI to signal its priority in penalizing unsubstantiated AI business claims.

AI investments now require tangible evidence of profitability and moats

The market is shifting from rewarding AI hype to demanding prosaic business fundamentals like unit costs and sustainable competitive advantages.

Meta's AI investments focus on core revenue rather than visible features

Meta is directing its massive AI capital expenditure toward behind-the-scenes machine learning that directly improves its primary advertising engine.

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