The market is in "Where did the money go?" mode. Founders and CEOs Stopped buying AI hype. Stopped buying vendor promises. Stopped buying vague strategy. They're buying one thing: Solutions that speak directly to Revenue & ROI. → What is the ROI? → When does it pay back? → What business metric actually improves? But here's what my AARRR 2.0 🏴‍☠️🦜📈 reviews actually show: Companies are still spending — on solutions that answer these questions: → Revenue that stopped growing despite the team working harder → Pipeline that looks full but doesn't convert → Churn they can't explain from clients who seemed happy → AI tools in the stack connected to nothing measurable → A product that works — but a GTM that doesn't reflect it If your positioning doesn't map to a specific problem your ICP is trying to solve today — you're invisible. Speed broken architecture = faster revenue leaks. That's the only thing that changed. → DM me your URL and one current challenge. #AARRR20 #B2BSaaS #RevenueArchitecture #GTMStrategy #ROI #SaaSGrowth

The Toilet Time Window: the strongest LinkedIn B2B conversion window AI won’t tell you about. 🚽📱 Sharing a hack that gave me the wildest engagement this week: • 4,800 organic impressions • 3 sales conversions • 3,100 targeted members reached • 7,700 followers, C-level and above B2B decision-makers and investors read content most deeply not during calls and not in the office. They are online in… The Toilet Time Window. 🚽📱 If a founder disappears for an hour or two on the weekend — look there. That’s where social feeds get scrolled, trends get analyzed, and the week gets planned. The strongest window: Saturday and Sunday, 9–11 AM. Why did it work? AI and traditional marketing measure traffic volume, not attention quality. • Low noise: The B2B feed is quiet. Big brands are sleeping. Competition drops. • High focus: Decision-makers read. Think. DM. While AI and traditional marketing keep recommending Tuesday, real ROI is hiding in the Saturday morning chill. Just between us 🤫🙌 P.S. All coincidences are accidental. 😉🚽 #AARRR2 #GrowthHack #B2B #Founders #VC #Investors

Компании увольняли сотрудников и заменяли их AI. Теперь многие возвращают их обратно. AI изначально был нужен не для того, чтобы заменить всю систему. Он должен был усилить ее. Компании, которые поспешили сократить команды, думали, что покупают эффективность. На практике многие просто автоматизировали дисфункцию. Доверяйте экспертизе, а не хайпу. Сильная экспертиза строится на знании домена и индустрии, опыте, образовании, Tech & AI certification и практике. Интересно наблюдать, как мой AI Predictions 2026 report уже становится реальностью и многое из того, что обсудили в интервью с Sergei Lavrinenko Статья Forbes, интервью и отчет по ссылке в комментариях. youtube.com/watch?v=UJoSAPb-…

Companies fired workers for AI. Now they want them back. But the problem was not AI. The problem was that companies automated dysfunction. Not operations. Dysfunction. They added AI to: → broken funnels → broken handoffs → broken GTM → weak activation logic → fragmented ownership across teams And then expected better results. At higher speed. Here’s what actually happened: → AI wrote more content into dead-end conversion paths → AI scored leads that sales never followed up → AI automated outreach with no activation logic behind it → AI reported on funnels nobody fixed → AI created more activity without fixing the revenue system Speed broken architecture = faster revenue leaks. This is a common case in B2B SaaS and AI companies. Teams invest in AI tools before they align: Product ↔ Marketing ↔ Sales ↔ Customer Success ↔ Data ↔ Ownership The companies getting real ROI from AI take a different approach. They rebuild the system first: Product ↔ Marketing ↔ Sales ↔ Customer Success ↔ Data ↔ AI Connected. Owned. Measured. Then they decide where AI creates leverage. That is not an AI strategy. That is Revenue Architecture. Prompt ≠ GTM Agent ≠ Revenue System Tool ≠ Growth AI scales what already exists. Strong architecture creates a growth engine. Weak architecture creates faster revenue leakage. Want to find where your revenue is leaking? In 48 hours, I map exactly where your funnel leaks and what to fix first. You get a concrete action plan across Growth, GTM, Sales, Product, and AI. DM me: "AARRR 2.0" your website one business challenge. (Only taking 2 paid priority projects for this week's sprint). #RevenueArchitecture #GTM #Growth #B2BSaaS #AI #AARRR2 #ROI #Startups #VC

Looking for 1 project for a Growth Review — a founder with multiple companies or a VC / accelerator with a B2B SaaS / AI portfolio. Pilot format: 1 free AARRR 2.0 Growth & Revenue Architecture review for one company from the portfolio. If after the review the founder is open to sharing the result publicly, we can turn it into a strong joint case study for the community. In 48 hours, I find revenue leaks and turn them into a concrete action plan across Growth, GTM, Sales, Product, and AI. For the diagnostic, I only need: → website / business profile → one current business challenge Who this is relevant for: → founder / operator with multiple tech-enabled businesses → VC / accelerator with a B2B SaaS or AI portfolio → software development company that wants to strengthen GTM and Revenue Architecture around its own products or client projects For the pilot, I’ll choose 1 project where I can deliver maximum practical value. If relevant, DM me: “AARRR 2.0” website one business challenge. #AARRR2 #Growth #VC #B2BSaaS #AI #ROI #a16z #500Global

How much revenue leaked from your Sales & GTM funnel last month? Most B2B SaaS and AI startup teams don’t know. Many teams lose $10K–$50K/month because their tech stack, funnel, and conversion paths are disconnected. They build strong products, add AI, launch marketing, and keep moving fast. But behind the facade, money leaks through: → broken conversion paths → weak marketing-to-sales handoffs → missing activation triggers → no retention logic → disconnected Product, Marketing, Sales, Tech AI I’m a Growth Architect in Miami. I run a focused 48-hour diagnostic using AARRR 2.0 — my AI Growth & Revenue Architecture framework — to map where revenue is leaking and what should be fixed first. For the Growth review, I only need: → company website / business profile → one current business challenge I recently mapped this for a B2B SaaS case and identified major churn and conversion breaks within 2 days. The carousel shows real founder and tech leader feedback from strategy reviews, GTM diagnostics, funnel audits, and AARRR 2.0 sessions. Special thanks to @davemcclure , Valiantsin Zavadski, Maryia Lemiaza, @BorisKontsevoi , Fabian Graff, @etiennegillard , Dr. Dzmitry Kalinin, @ManaTechMiami , @AISalon Miami, scale2miami, xmentor.pro, and the founder, expert, and ecosystem teams for the feedback and support. If you want to find where your current marketing spend, funnel, or customer journey is leaking money, send me your website and business challenge. Book a Paid Growth Review here: web3dgm.com/ #AARRR2 #GTM #RevenueArchitecture #B2BSaaS #GTM #StartupGrowth #AIStartups

99% of founders can’t answer these 3 questions about their customer buying journey. If the answer is “no” — congrats, you have significant money leaks. 1.      Do you know your customer buying journey from Acquisition to Referral — the real triggers, metrics, and decision points? 2.      Have you ever put yourself in your client’s shoes and gone through the exact path they take before buying? 3.      Would you honestly buy from yourself or from your own company? The fastest way to see your money leaks is to look at how your customer actually chooses and buys your product. When building digital products, there are 3 strategic goals: 1.      Build a product with your team that solves a real user problem and validates the core hypotheses. 2.      Make the product economically viable and profitable. 3.      Scale the product to a large number of users through a repeatable Growth System. A successful outcome of a GTM strategy should be the confirmation of the business model’s effectiveness. How do you validate the effectiveness of a business model? A conversion funnel must be established, with every stage tracked by measurable metrics. This is how I map it with my AARRR 2.0 🏴‍☠️🦜📈 → AI Growth & Revenue Architecture Framework Acquisition → Activation → Revenue → Retention& Expansion  → Referral aligning Business Logic → Product → Marketing → Sales → AI & Tech I look at your business beyond the website, product, or facade. I look at the Revenue Architecture behind it. A single hidden leak in this architecture costs at least $10k/month in wasted ad spend or lost conversions. Give me your business card, your challenge in text format and 1 day. I will provide a paid Growth Review with your critical money leaks — and show how to fix them with minimal budget. hashtag#AARRR2 hashtag#GrowthStrategy hashtag#RevenueArchitecture hashtag#GTM hashtag#StartupGrowth

When we build a house, we start with architecture. So why do we launch websites, apps, and digital products straight from prototypes — with no revenue architecture behind them? This Thursday at AI Salon Miami hosted by Mana Tech, I shared my AARRR 2.0 framework — how to find hidden money leaks, diagnose weak points in revenue architecture, and align Product, Marketing, Sales, AI, and Tech into one connected Revenue Architecture. My principle is simple: no theory without real practice. I shared real cases where we uncovered revenue leaks, fixed broken handoffs, and turned fragmented funnels into operating systems for growth. One moment stood out. Out of almost 40 participants, only a few could map the full User Story Map / Buying Journey. And this is exactly where many digital products start leaking revenue. For any digital product, the foundation is: Market Fit → Conversion Funnel with Metrics and Tracking at Each Stage → Repeatable Scale. Without Revenue Architecture, marketing spends budget on traffic, sales run in parallel, teams duplicate each other's efforts, the product gets overloaded, and customers fall through the gaps. Expertise Architecture AI. AI closes the handoffs between teams and automates the gaps where revenue used to leak. Hiring or firing marketing and sales will not fix the system if the architecture is broken. With the right Revenue Architecture, founders can manage the entire business as one connected growth system. For me, success is not about speaking to everyone or being liked by everyone. I would rather reach one founder who thinks big and goes deep — someone who has lived through real fails and wins, and who is building something that changes the world for the better. Seeing their result, their shift, their breakthrough — that is happiness and impact for me. If even one, two, or three founders leave the room and improve their business through AARRR 2.0 — rethink their funnel, see where revenue is leaking — that is already a meaningful impact. Thank you to @ManaTechMiami for the long-standing friendship, and to the AI Salon team for bringing together such a strong community of founders, operators, and AI builders. Special thanks to Etienne Gillard, Patricia Tavira, MBA, Yuliya V Thorne, and Jaqueline Yang, PMP, for making this evening happen. In one day, I can run a deep Revenue Architecture Review, identify money leaks, and build the exact plan to fix them. I only need your product link — website or app — and your main growth challenge. Founder reviews are available in my Featured section or during the review. DM me if you want to see how powerful AARRR 2.0 can be for your business. Inspired by the original AARRR 🏴‍☠️🦜📈 Pirate Metrics framework by @davemcclure — and adapted into AARRR 2.0 for modern Revenue Architecture across Product, Marketing, Sales, AI, and Tech.

AI will never replace expertise. No fakes. New Requirements for Degrees For Influencers Discussing Professional Topics. "In 2026, over a decade into the social media era, regulatory agencies in both China and the U.S. are doing something about the influencer misinformation crisis. And it’s kind of the same thing. Late last year, the Cyberspace Administration of China issued a sweeping regulation: Any content creator discussing medicine, health, law, finance, or education must prove verified professional credentials before posting or going live. In essence: no degree, no license, no post." fortune.com/2026/04/08/china…

Building a facade — or a revenue system? Too many startups are building beautiful prototypes without the architecture to scale. Marketing budgets burned trying to fix product gaps. AI layered on top of misaligned processes. ROI disappearing inside systems never designed to compound. Growth doesn't break because founders lack ambition. It breaks because Product, Marketing, Sales, and AI operate as separate functions — not one revenue architecture. That's what I'm unpacking at AI Salon Miami. Revenue Architecture for SaaS, B2B & AI Startups Product → Marketing → Sales → AI → Predictable Revenue I'll share how AARRR 2.0 — my evolution of Dave McClure's Pirate Metrics — helps founders identify revenue leaks, align GTM, and build systems that compound. Special guest: Kye Gomez, CEO of Swarms.ai — build, deploy, and scale multi-agent AI systems. For founders, operators, and builders working on what's next. Hosted by: Etienne Gillard Yuliya V Thorne Jaqueline Yang, PMP and the team. 📍 @ManaTechMiami · Loft 10 · Miami 📅 May 14 · 5:30–9:00 PM 📩 RSVP link in comments

Dear @refreshmiami , investors, and community. A new era of healthtech is entering the U.S. market. Neko Health, led by Founder & CEO Hjalmar Nilsonne, is expanding into the U.S. through New York — and this is exactly the kind of preventive healthcare and AI-powered diagnostics company I would love to see as part of a future Miami IT Tech Park ecosystem, through a flagship location, healthtech innovation zone, or strategic presence. Miami has the potential to become a powerful bridge for companies like this — connecting healthtech, capital, real estate, talent, research, and global expansion inside one next-generation ecosystem. This is the kind of industry bridge that can turn Miami from a growing tech market into a permanent global tech hub. youtube.com/watch?v=yXgfYENS…

What about the next generation? We have the power to unite people, build bridges, and create ecosystems that move ideas, capital, talent, and technology across cities, countries, and industries. I believe in people — and in the small intentional actions that create real impact. Brickell and Miami are my home. And my vision is to see this city grow beyond its beautiful buildings and architecture into a permanent ecosystem that connects founders, investors, operators, technology, business, and government in a meaningful way. As an AI & Growth Architect with 20 years of experience, I help founders and growth-stage companies scale through mentorship, revenue architecture, and sharper go-to-market systems across markets. Yesterday’s dinner was a reminder that quality people are a true asset. Thank you, Michelle Hicks, for creating such an intentional room. Michelle is curating evenings with founders, investors, entrepreneurs, and high-level professionals for real conversation, meaningful connections, and the kind of environment where strong ideas and relationships can form. Exceptional beauty, sharp minds, different backgrounds, different cultures, and different experiences — and still, the conversation flowed with honesty, curiosity, respect, and depth. It was a pleasure to share the table with: Beatriz Nahuz — Founder & operator of MenFirst, a men’s grooming brand focused on gradual gray solutions, and host of E-Com Therapy, where she speaks with top eCommerce operators on growth, infrastructure, and strategy. Caryne Say — Founder of Strata Guide, helping founders in tech and AI identify their winning market and build the commercial engine to win it. Let’s build more bridges from New York, other states, and international markets to Miami — together. I would also be happy to welcome and connect founders, investors, operators, and ecosystem builders at my AARRR 2.0 event, May 14th at AI Salon by Mana Tech, where we’ll continue the conversation around AI, Growth, GTM, and scalable revenue architecture. RSVP link in comments.

The Facade Economy: Why Architecture Beats AI Hype Everyone is building for the surface. Polished UI. “AI-powered” badges. Beautiful demos. Fast prototypes dressed up as products. Then you look under the hood. No revenue logic. No retention system. No alignment between Product, Marketing, Sales, and Tech. No real architecture behind the promise. Just a well-designed way to burn venture capital. This is the Facade Trap. Too many founders still treat design as the product. Too many teams mistake AI features for business strategy. Too many companies confuse attention with durability. A good interface helps. A real system holds. With 20 years in growth and 5 years on both sides of the WebAward process — as a 4x Winner and Top-10 Judge — I’ve reviewed hundreds of projects across innovation, UX, technology, content, and business performance. And the gap is almost always the same: what is presented to the market vs. what is actually built to scale. The same applies to teams. Growth, Marketing, and AI capability cannot be faked. It takes education, technical depth, domain expertise, and real operating experience. When you open the console or audit the Revenue Architecture, most of the time, it is empty. The reality for 2026: Design is not decoration. It is conversion infrastructure. AI is not differentiation. A wrapped API is not an advantage. Technological depth is. Growth is not a tactic. It is architecture. The companies that win will not be the loudest. They will be the ones built properly: with strong revenue logic, retention by design, and aligned GTM systems like AARRR 2.0. Beautiful products get attention. Architecture is what keeps a company alive. If you are building B2B SaaS and stalling on conversions, DM me. Let’s audit your architecture. If your product is ready for global scale and independent expert review, entries for WebAward 2026 by the @WebMarketAssoc , led by Bill Rice, are open until May 29. Build for the engine. Recognition follows. #AARRR2 #B2BSaaS #HealthTech #VentureCapital #RevenueArchitecture #GTMStrategy #webawards

Surround yourself with strong people. With those who know more than you in their domain. This is the only way to grow and transform at scale. Don’t judge others. Judge yourself by how you feel around a person: better, smarter, more beautiful, happier. Your circle is your most valuable wealth. Love you to the moon and back — my family, friends, partners, and of course my beauty masters. From small to big businesses — to those who have been by my side through ups and downs. And it’s mutual.

Give me 3 days and a business card. I find what investment analysts miss. You'll get an Investment Attractiveness Review — with a growth and money leak action plan. What this looked like this week: $120K identified — for an M&A decision in HealthTech $10K/month saved — on a cold outreach system bleeding budget with zero ROI This is exactly where AARRR 2.0 🏴‍☠️ comes in. I don't bring generic advice. I build a ready-to-execute roadmap across product, marketing, sales, activation, revenue leaks, and GTM — in the form of a strategic report or action plan. Some of the approaches I use with founders: 1. "The giants will eat us." Wrong frame. Embed them into your funnel as data providers or distribution partners. They become your acquisition channel. You become infrastructure they depend on. That is not a threat — that is leverage. 2. "Move fast and break things." That is a 2012 playbook. In 2026, speed without structure means you scale the wrong thing faster. The winners build Revenue Architecture first — then accelerate. 3. "Marketing, Sales, and Product are separate departments." Separate departments mean three teams optimizing for three different metrics — while the customer falls through the gaps between them. One Revenue Engine means one direction, one funnel, one source of truth. 20 years in B2B SaaS. 10 years mentoring 1,000 founders across 20 countries via Techstars and Mana Tech. I find where the money leaks. I transfer that spend into growth. Are you building a smoothie lab? Or a revenue engine? If you're in B2B SaaS, HealthTech, or FinTech and want to stress-test your Revenue Architecture — let's talk. ↓ Drop a comment or DM me. #AARRR2 #B2B #SaaS #Founders #VC #Investments #gtm

Women & AI: First Time at @ManaTechMiami — Miami hosted something rare. A room with elegance, technical depth, and real business experience. It wasn't a panel about tools. It was a stress test of one core question: Are you using AI — or are you building an operating system around it? Here's what I shared — grounded in daily work with founders & investor teams: 1. There is no gender or age in AI adoption. There is only expertise. Curiosity compounds. Surround yourself with people who know more than you. Don't be afraid to reach out cold — I did it with my AARRR 2.0 and reached @davemcclure , the creator of AARRR 🏴‍☠️🦜📈. The strongest people respect genuine ideas and expertise. And it may change your life. 2. Jobs-to-Be-Done before any tool. Before choosing an LLM, ask: what job is your customer hiring you for? AI without JTBD is just a cost engine. 3. AI hallucinates — and so does your team without domain expertise. Don't hire an "AI technician" to run your marketing. You'll burn ROI and lose the signal. Human-in-the-loop is a revenue decision. 4. Which LLM? Wrong question. Right question: for what job, in what mode? Deep Research on a paid plan ≠ casual ChatGPT. 5. Use multiple LLMs as a validation and insights loop. Feed your GTM plan through 3 LLMs. Ask each to find gaps, challenge assumptions, identify what competitors will exploit. 6. Prompt anxiety is a tax on your output. Stop paying it. You don't need to know how to prompt. Ask the model to teach you. "Write me the best practice prompt to create a video in Midjourney." 7. AI as a personal intelligence layer — not just a work tool. Upload your health data, your lab results, your Human Design charts. 8. Safety is a use case too. In an uncomfortable situation — talk to AI in voice mode set to a male voice. Translate any language in real time. And always protect your personal data. 9. Context memory is workflow design. AI doesn't always remember your conversation. Divide your work by topics and projects so the LLM builds context over time. 10. AI is a superpower and your intelligence multiplier — not a replacement. It won't replace emotional intelligence, energy reading, or contextual judgment. But without AI, you cannot compete at the level the market now demands. This is how I apply it across B2B SaaS, startup GTM, and growth architecture: Market Fit → ICP → Jobs-to-Be-Done → AARRR 2.0 → Tech AI → ROI AI doesn't sit at the end of the stack. It runs through every layer. AARRR 2.0 with AI as a core system layer has already supported 9 business cases — from preventing pre-launch failures to cutting $10K in cold outreach waste by eliminating duplicated sales and marketing spend. Total impact across all cases: over $1M in results and growing. Thank you Lydia Hanewich for building a room where this conversation could happen at depth. And to Elena Kazakova and Jaqueline Yang, PMP — it was a privilege to share the stage. #WomenTech #AI #AARRR2 #B2B #SaaS #MiamiTech #ManaTech

In HealthTech and FinTech, early launch without defensibility is not an advantage. It’s expensive exposure. @perplexity_ai Health and @ChatGPTapp Health just launched. The takeaway is not that founders should have launched earlier. When platform-scale giants enter your category, being first does not protect you. What protects you is how you built: your moat, your distribution, your workflow ownership, and your Revenue Architecture. Without those, early launch burns founder and investor capital defending a business that was never structurally built to survive platform-scale competition. AI is a tool. It is not a GTM strategy. If it were, everyone would already be a billionaire. What AI still does not replace is GTM expertise, category judgment, and AARRR-based Revenue Architecture. These are the building blocks that make a company fundable, aligned with Market Fit, and resilient when giants inevitably enter the space. I advise founders to build ecosystems, not isolated features. Especially in regulated sectors, where legislation, compliance, legacy infrastructure, and established workflows slow market change. The companies that last are built on structural business logic. The underlying problems also remain unchanged: — Patient and customer data is still fragmented across disconnected systems — Services still deliver fragmented views of the user and the decision context — Human-in-the-loop judgment remains non-negotiable in high-stakes decisions — No AI determines the correct diagnosis without a doctor’s clinical judgment. The same symptoms can point to very different conditions. That gap is not solved by launching earlier or by treating AI as a substitute for expert oversight. This is where the AARRR framework helps: it is a strategic lens that exposes revenue leaks and reveals the business blocks that determine whether a startup survives a category shift. Perplexity Health, ChatGPT Health, and the giants still to come did not prove that founders were late. They proved that without Revenue Architecture aligning Product Marketing Sales Tech AI, a startup remains exposed, no matter when it launches. → Explore: openai.com/index/introducing… perplexity.ai/hub/blog/intro… If you’re building B2B SaaS in HealthTech or FinTech and want to stress-test your Revenue Architecture and AARRR structure, let’s talk. #HealthTech #FinTech #B2BSaaS #GTM #RevenueArchitecture #AARRR

Is it you? Sir. That’s not an ICP. That’s a horoscope. 47 tactics. 0 system. You’re not losing deals at closing. $10K–$50K/mo. For many B2B SaaS teams and startups scaling into the US market, the issue is not a lack of effort. The issue is that growth is happening without a system behind it. More traffic or campaigns do not fix: — weak ICP logic — positioning drift — activation friction — broken handoffs between Marketing, Sales, and Product — GTM execution disconnected from revenue outcomes That is exactly where AARRR 2.0 🏴‍☠️🦜📈 comes in. I do not bring generic advice. I build a ready-to-go roadmap — in the form of an action plan or strategic report — across product, marketing, sales, activation, revenue leaks, and GTM execution. With AARRR 2.0, I can go deep fast — identify where value is being lost, where handoffs break, and what needs to be fixed first to unlock traction. In many cases, those hidden leaks add up to $10K–$50K per month. What comes out of this work: — a clear GTM roadmap — prioritized fixes across the funnel — stronger alignment across Product, Marketing, Sales & Tech AI — a more investable growth system Not because the team lacks talent. Because the revenue architecture was never fully aligned. If the carousel feels familiar, the problem is deeper than top-of-funnel. That is the system I help rebuild. #B2BSaaS #GTM #GrowthStrategy #RevenueArchitecture #AARRR2

Excited to join Women & AI: Real Use Cases, Workflows, and Perspectives at @ManaTech in Miami on April 2. I’ll share how I use AI across: • AARRR 2.0 & revenue architecture • GTM & digital marketing • mentorship, research & idea acceleration • lifestyle, wearables & HealthTech RSVP: luma.com/3klwm9tw