Most marketers say AI works. Few can prove it.
AI can make work faster while leaving teams unable to prove the value. The problem starts before launch, with weak baselines and success metrics.
Identify traffic-stealing competitors
Find untapped opportunities
Create outperforming content
Constantine von Hoffman is senior editor of MarTech. A veteran journalist, Con has covered business, finance, marketing and tech for CBSNews.com, Brandweek, CMO, and Inc. He has been city editor of the Boston Herald, news producer at NPR, and has written for Harvard Business Review, Boston Magazine, Sierra, and many other publications. He has also been a professional stand-up comedian, given talks at anime and gaming conventions on everything from My Neighbor Totoro to the history of dice and boardgames, and is author of the magical realist novel John Henry the Revelator. He lives in Boston with his wife, Jennifer, and either too many or too few dogs.
AI can make work faster while leaving teams unable to prove the value. The problem starts before launch, with weak baselines and success metrics.
Constantine von Hoffman | Oct 30, 2026 at 8:10 am ETMarketing artificial intelligence (AI)
The cautionary tale of when Salesforce "ingested" Slack.
Constantine von Hoffman | Oct 29, 2026 at 10:55 am ETCustomers could gain tighter activation and AI connections while facing tougher choices about products, pricing, and long-term lock-in.
Constantine von Hoffman | Oct 27, 2026 at 8:53 am ETUseful offers are common. Meaningful recognition is not, and consumers are quick to walk when brands ask for too much without a clear reason.
Constantine von Hoffman | Oct 23, 2026 at 8:55 am ETOpenAI has expanded access, lowered costs, and added targeting tools, but advertiser growth hasn’t yet translated into enough revenue.
Constantine von Hoffman | Oct 21, 2026 at 8:25 am ETThe $5.7 billion acquisition could tighten the link between data and activation — or leave marketers managing another overlapping layer.
Constantine von Hoffman | Oct 20, 2026 at 10:25 am ETAdvertisers plan to spend more, but slow activation and weak measurement can still cost networks money.
Constantine von Hoffman | Oct 16, 2026 at 8:30 am ETBrand mentions and source citations often tell very different stories. Marketers need to know which one is weak before choosing a fix.
Constantine von Hoffman | Oct 14, 2026 at 9:55 am ETSalesforce is buying Loops to help explain why business metrics change, pushing analytics closer to continuous AI-driven interpretation.
Constantine von Hoffman | Oct 13, 2026 at 10:53 am ETThe company wants more human review of AI content, but won't guarantee that following the rules will bring back lost search traffic.
Constantine von Hoffman | Oct 13, 2026 at 9:20 am ETCompanies are spending heavily on AI, but most agent projects are still short of full scale and many marketing teams can’t show clear financial value.
Constantine von Hoffman | Oct 9, 2026 at 8:24 am ETOpenAI is expanding ChatGPT ads with visual formats and better measurement, but bots are already inflating click through numbers.
Constantine von Hoffman | Oct 6, 2026 at 8:40 am ETFaster service is part of AI’s promise. Customers aren't impressed when speed comes with unresolved problems and no easy way to reach a person.
Constantine von Hoffman | Oct 2, 2026 at 8:15 am ETYour guide to LinkedIn's tools, strategies and best practices. Updated with info on the new Creator Discovery feature.
Constantine von Hoffman | Oct 1, 2026 at 8:56 am ETThe AI research startup will bring customer interviews, analysis, and simulated customer behavior closer to Salesforce’s CRM and AI agents.
Constantine von Hoffman | Sep 30, 2026 at 10:13 am ETMeta’s settlement, TikTok’s Alabama deal, and cases against YouTube show states building new rules for how platforms operate and sell advertising.
Constantine von Hoffman | Sep 30, 2026 at 8:28 am ETHoliday sales could grow even as consumers trade down, stretch purchases across the season, and use discounts to stock up on essentials.
Constantine von Hoffman | Sep 29, 2026 at 8:49 am ETAI agents are spreading across the GTM stack, but many teams lack the visibility and ownership needed to keep track of what they do.
Constantine von Hoffman | Sep 25, 2026 at 8:17 am ETCreator video gives B2B brands a way to stand out from AI-generated content and build credibility with buyers using AI to research products.
Constantine von Hoffman | Sep 24, 2026 at 8:13 am ETA persistent identifier could improve ChatGPT ad measurement while creating new questions about consent and the personal data behind it.
Constantine von Hoffman | Sep 23, 2026 at 8:37 am ETNew frameworks aim to standardize how AI agents handle media proposals and how companies structure contracts for advertising measurement.
Constantine von Hoffman | Sep 22, 2026 at 8:54 am ETNearly 81% of consumers who use chatbots for online shopping have decided against a purchase based on AI guidance.
Constantine von Hoffman | Sep 18, 2026 at 10:33 am ETA redesigned Breeze Assistant coordinates AI agents while a self-updating CRM supplies the business and customer context they need.
Constantine von Hoffman | Sep 16, 2026 at 10:26 am ETThe proposed practices aim to give buyers and sellers clearer rules for using existing standards and reducing friction in programmatic transactions.
Constantine von Hoffman | Sep 16, 2026 at 9:02 am ETKoa puts decades of Salesforce’s CRM knowledge into a reasoning model built to handle the operational work behind customer interactions.
Constantine von Hoffman | Sep 15, 2026 at 11:08 am ETIAB finds advertisers spending more and adapting to AI-driven discovery, but their ability to measure those new customer journeys is lagging.
Constantine von Hoffman | Sep 11, 2026 at 8:20 am ETBuying more, improving how teams use what they have, and cutting the stack can all work — but not for the same reasons.
Constantine von Hoffman | Sep 10, 2026 at 9:28 am ETAI is accelerating software decisions while quotes, approvals, and sales handoffs discourage buyers ready to spend.
Constantine von Hoffman | Sep 4, 2026 at 8:18 am ETA federal judge found Google illegally monopolized key ad-tech markets, but rejected the remedy that could have fundamentally reshaped them.
Constantine von Hoffman | Sep 3, 2026 at 10:50 am ETOpenAI is making ChatGPT ads easier to buy. That's a long way from proving advertisers will spend the $100 billion it projects for 2030.
Constantine von Hoffman | Sep 2, 2026 at 8:26 am ETReach alone says little about a creator’s ability to drive sales, especially as algorithms put content in front of more non-followers.
Constantine von Hoffman | Sep 1, 2026 at 8:48 am ETMarketers are giving AI more authority even as bad CRM data undermines revenue measurement, reporting, and the decisions AI makes.
Constantine von Hoffman | Aug 28, 2026 at 8:55 am ETCustomer relationship management (CRM)
Claudeforce puts Salesforce data and workflows inside Claude, pointing toward a future where AI becomes the interface to enterprise software.
Constantine von Hoffman | Aug 28, 2026 at 8:28 am ETMarketing data influences budgets, but only 49% fully trust its accuracy and completeness. Disconnected reporting is behind the confidence gap.
Constantine von Hoffman | Aug 21, 2026 at 8:47 am ETNew program shows how Gmail is using sender verification and recipient feedback to decide who gets preferential inbox treatment.
Constantine von Hoffman | Aug 19, 2026 at 10:30 am ETMarketing artificial intelligence (AI)
IAB’s updated framework draws the AI disclosure line around what changes consumer perceptions of authenticity, identity, and what’s real.
Constantine von Hoffman | Aug 18, 2026 at 9:02 am ETThe problem is AI is perfect for producing the polished, predictable business speak the platform rewards.
Constantine von Hoffman | Aug 17, 2026 at 11:08 am ETDisconnected systems create missed work and hours of admin. The real measure of martech productivity is how much work the stack eliminates.
Constantine von Hoffman | Aug 14, 2026 at 8:09 am ETNot every change in a marketing metric deserves a response. Marketers need to separate temporary fluctuations from signals worth acting on.
Constantine von Hoffman | Aug 12, 2026 at 11:18 am ETRules aim to keep up with evolving state laws and to make it easier to communicate consumer privacy choices.
Constantine von Hoffman | Aug 11, 2026 at 8:08 am ET