
For most of the internet's history, finding anything meant googling it, scanning results, and clicking through to a site to see if it had what you needed. Platforms like Yelp built their entire business on being that middle curation layer between your question and your answer. AI is rapidly collapsing that layer, answering questions before users ever reach your site. Some companies are reacting by adding AI features in some places. Those who take it seriously enough understand it goes much deeper into the entire business pipeline. That difference is starting to show up in strategy, decisions, alliances, even customer expectation.
◼ ◻ Platform Watch
Bumble | Added AI photo coaching and bio guidance. Launched Dates, an integrated opt-in feature powered by AI assistant Bee that learns your values, relationship goals, and communication style through private conversation before ever proposing a match. |
Zillow | Partnered with OpenAI to surface home listings inside ChatGPT, launched a featured notebook in Google NotebookLM with home-buying guides, and is actively hiring an Agentic AI team. The consumer-facing agent is on the roadmap, and we suspect announcements at their investor Summit on March 24 in NYC. |
Yelp | Announced a licensing deal with OpenAI and is betting its content becomes an irreplaceable source AI queries pull from. Acquired AI Lead Management Platform Hatch. |
◼ ◻ When Two AIs Go on a Date, Who Needs the App?
Right now every major dating platform is racing to add AI. Tinder has photo selection and a matching tool called Chemistry. Hinge launched AI conversation starters and a recommendation engine that drove a 15% increase in matches. Bumble rolled out AI photo feedback and profile guidance globally in February 2026.
Bumble announced Dates this week, powered by an AI assistant called Bee that learns your values, relationship goals, and communication style through private conversation before it ever proposes a match.
The goal, in Wolfe Herd's own words, is to build the world's smartest and most emotionally intelligent matchmaker. The news triggered Bumble stock to rally by 40% and gives us a glimpse as to the roadmap for Bumble and AI.
Already back in May 2024, Wolfe Herd floated a world where your AI concierge dates on your behalf, screens the entire city, and surfaces the three people worth your time. Industry professionals laughed, but she was simply too early, and the public just wasn’t ready to hear it.

BUMBLE rolls out DATES, an AI Powered in-app feature
Agent-to-agent dating is coming. When it does, how well you describe yourself to your agent will become extremely important. The agent's output is only as good as what you gave it to work with, and a basic level instruction will no doubt get basic results. A thoughtful input, for example one that’s very specific on a hard to articulate preference might surface that small wine bar in the back of your mind you walked past a hundred times and never tried as a first date location suggestion.
With the rise of agent-to-agent optimization, I can’t help but wonder what happens to the relationship that should never have worked on paper? The person whose attachment style is all wrong, whose photos are not your type, whose opening line was awkward, but who turned out to be the One? An algorithm optimizing on compatibility might filter that person out before you ever knew they existed. One day in the future we may even start to hear stories of some of the best relationships that were initially rejected by a screening AI agent…
◼ ◻ Yelp Licenses Its Reviews to OpenAI
Yelp announced a new data licensing deal with OpenAI in February 2026, positioning its 330 million human-written reviews as the trusted local data source AI systems need to answer recommendation questions. As search shifts toward AI, any platform trying to compete with Google needs high-quality local content, and Yelp has plenty of it. CEO Jeremy Stoppelman said this is not the last licensing deal Yelp expects to sign.
As AI surfaces multiply across devices and platforms, a business recommended by Siri may not be the same one ChatGPT surfaces. Yelp is betting that by being present across every major AI surface, it becomes the essential local data source no platform can afford to go without. Whether that translates into visible attribution inside AI-generated answers is still an open question. Nobody knows yet whether AI-driven local search consolidates around one platform, or creates something entirely new.
With its recent $270 million acquisition of Hatch, an AI lead management platform, Yelp is moving to solidify its position by owning the business operations layer, so that regardless of where a consumer finds a business, Yelp is still part of the transaction.
One thing I can’t help but wonder about: If you are a small business, you have no doubt heard about Yelp’s long-standing controversy over alleged pay-to-play tactics which are said to suppress good reviews to encourage paying businesses. Will AI be the one to finally outsmart the algorithm and democratize the review landscape naturally? I suppose it depends on how OpenAI and other partners weight and filter the data they license. I’m suspecting they’ll naturally filter credibility signals, and at that point the dynamic shifts entirely, which is a huge win for both consumers and businesses.
◼ ◻Are you Visible to AI?
Pro Tip: Ask Claude to search for your business and describe what it finds.
Claim or Verify:
Google Business Profile — the most important single listing, and walled off from ChatGPT, so non-negotiable for Google AI and Maps
Yelp — claim the free listing and keep the profile current
Bing Places — ChatGPT has historically pulled local data from Bing, making this underrated and under-claimed
Facebook Business Page — showing up in AI training data more than most people realize
Apple Maps — claim at businessconnect.apple.com and keep hours accurate. Siri and AI Overviews on Apple devices pull from here
Trustpilot — free tier available, businesses with profiles here are three times more likely to be cited by ChatGPT than those without any third-party review presence
LinkedIn Company Page — especially critical for B2B and service businesses. AI systems treat LinkedIn as a high-authority signal
Category-specific directories — Angi, Houzz, or Thumbtack for home services; G2 or Capterra for software; Avvo for legal. Niche directories are where AI finds you when someone searches your specific service
◼ ◻Your Company’s AI Visibility Score
I met the founders of Pendium.AI while I was building my AI Agent Miku last year.
Pendium AI has now transformed into a sophisticated GEO platform that promotes visibility across ChatGPT, Claude, and Gemini. They have a FREE tool to get your company’s AI visibility score. Use Pendium’s features, or try the above first, then test again in a few weeks.
*If you decide to use Pendium, use my Code: ASTRID
**I have not been paid to promote Pendium, I am just a super-user and have been using them since their beginnings. They were kind enough to offer my readers a discount, which I am happy to pass along to you!

◼ ◻ Zillow Has Everything It Needs for an Agent Economy. Except the Agent.
Zillow had a very loud February. It published a position paper declaring its AI advantage "structural" the kind of language companies use when talking to investors. They brought Zillow's home-buying guidance into Google NotebookLM, making it available inside one of Google's fastest-growing AI research tools.
Zillow's approach is a layering strategy. ChatGPT catches the buyer browsing. NotebookLM catches the buyer doing homework. Zillow is building the foundation to eventually add in agents, and they are actively hiring for an Agentic AI team right now.
To understand what this missing agentic layer could look like, I want to re-introduce you to a company I met at CES in January: obo-world, co- founded by Sonia Reis Masclez. Obo-world is a French company building virtual recruiting agents for HR teams and beyond. They are also working in Real Estate. Obo-world is building agents that can schedule tours, handle qualification calls, document follow-up, but what’s special is on the buyer’s side, which can also be assigned an agent that would essentially stay with them for every real estate transaction across their lifetime. It is an ambitious plan, and if done right will help many people buy and sell their next homes.
Zillow is hosting an AI Investor Summit, ‘Leading the Next Era of Real Estate’ on March 24th in New York City and is poised to shed light on the rest of Zillow’s agentic strategy.
◼ ◻ Visa Is Building Financial Rails for the Agent Economy
Visa's Intelligent Commerce platform has over 100 partners building on top of it. As AI agents begin acting on behalf of humans, they need a way to pay. Visa is building that infrastructure, and real transactions are already running.
The mechanism works like this: you authorize an agent with a defined spend limit tied to your real card. The agent requests a virtual card number for a specific task, executes the purchase, and reports back. No checkout page. No form. Visa's Trusted Agent Protocol adds cryptographic signatures to verify that legitimate agents are acting on behalf of actual humans.
Just last week, Santander and Visa completed Latin America's first live agentic transactions across five markets, including Brazil, Mexico, and Argentina. AI agents purchased chocolates in Brazil and books across the other markets. Today, Visa launched Agentic Ready, a new program rolling out across Europe with Santander, HSBC, Revolut, and Nationwide, designed to get issuers ready for agent-initiated payments at scale.
Visa is not the only agent payment option. MoonPay launched MoonPay Agents in February 2026, assigning AI agents their own wallets and enabling them to transact autonomously on blockchain rails. Unlike card-based systems, this gives agents a decentralized path to payment, including support for x402, the machine-to-machine payments standard built for agent-driven applications.
* For those building on OpenClaw: Visa just partnered with Crossmint to launch Lobster.cash, a virtual card layer built specifically for OpenClaw agents. Worth knowing if you are already in that ecosystem.
◼ ◻Try This
Agent-Ready Websites
Since we’re talking about visibility, I recommend typing this into Claude or OpenAI or your favorite AI platform:
“Act as an AI shopping agent representing a customer.
Analyze my business and tell me:
1. Whether an AI agent could easily understand our products
2. Whether our purchasing process could be automated
3. What information is missing for an AI agent to make decisions about our products?
4. How can our business become more agent-friendly?
[paste your website or product page URL here]”
Paste your website or product page and see what comes back. You may discover a completely new way to think about your business and begin a path to your AI strategy.
◼ ◻ On the Radar This Week
01
Grok now argues with itself before it answers you. Grok 4.20 Beta, in public beta since February 2026, runs four internal agents (Grok, Harper, Benjamin, and Lucas) that debate, fact-check, and reach consensus before a response surfaces. You don't need to configure this, it runs automatically on complex queries for SuperGrok and X Premium+ subscribers. The aim is fewer hallucinations and stronger reasoning on hard questions. This is one of the more interesting architectural bets in consumer AI right now.
02
The EU AI Act's first enforcement deadlines passed in February. Companies operating in Europe that have not completed AI risk assessments are now technically non-compliant. Most mid-market companies have not started. If your business has any European exposure, this is one to pay attention to, and we’ll be expanding on this in our next addition.
02
Jensen Huang just declared that every company needs an OpenClaw strategy. At GTC 2026 yesterday, Nvidia announced NemoClaw, an enterprise-grade stack built on top of OpenClaw that adds security, privacy controls, and policy enforcement with a single command. Huang compared OpenClaw to Linux and HTML, calling it "the operating system of personal AI."
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◼ ◻ AI SAFETY MINUTE
The Agent Access Audit
You have probably experimented with AI tools and given permission to access your calendar, email, or files. It’s great practice to check which of these tools still has access.
The easiest way to see all the AI tools or platforms you've experimented with that still have connections to your accounts can be found in a couple of places:
Take 5 minutes this week and go to your Google or Microsoft account settings, open "Connected Apps," and revoke anything you aren’t using. An agent with stale access is an open door. Close it for safety- you can always re-connect once you need it.
Bumble's new AI feature DATES wants to get to know you more deeply than ever before. Yelp wants its reviews to power every AI answer about local businesses. When AI is doing all the searching, matching, writing, and now buying, what exactly is left for us humans?
◼ ◻ From the Garage
A quick personal note on what I’m building.
I’ve been quietly upgrading the architecture behind a start-up I’m working on, it’s a fashion tech startup that’s a monster of a project. I’m excited that it has grown the way it has, something I’d never be able to do had it not been for an agentic team. I’ve been working on this for the past few months, and now it’s time to move it out of early prototype tools and into a more serious development environment. This is also a great case study for anyone dreaming of their next startup, and a testament that it IS possible to advance an idea with one person using an agentic team. What a time to be alive.
I’m excited to tell you more soon.


