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Teddie Wardi reposted thisTeddie Wardi reposted thisIt's product launch day at Tropic - three new features, all aimed at the same thing: helping teams plan, not just react. Procurement runs in 2 modes: planning (get ahead of what's coming) and executing (get the deal done). Either you're figuring out where to focus for the next few months, or someone just sent a $200K quote that needs an answer by Friday. Both eat a lot of time. We've invested a lot into the execution side so far: price benchmarks, negotiation playbooks, an agent that reviews quotes as they land. Pretty much every CFO I’m talking to is pushing procurement past "what are we spending" and into "what are we actually getting." This month we're launching 3 things built to help teams plan better: ➡️ Redundancy Analysis scans your contracts for actual capability overlaps, down to the SKU, with savings potential. ➡️ AI Consumption Management tracks token usage and forecast overages, with proactive alerting around spikes ➡️ Strategic Planning Hub Action Center sorts what needs attention now vs. what can wait. Signals ranks savings, consolidation, and compliance opportunities by contract end date, so you know where to focus a week out AND months out. This is live for customers. If you’re not a customer yet, DM me to see it! Full announcement: https://lnkd.in/gSCcWnfF
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Teddie Wardi reposted thisTeddie Wardi reposted thisSome personal news: I'm taking over as CEO of Tropic. David Campbell and I started this company on a simple belief: technology buyers deserved the same data and leverage that sellers have always had. In the early days, that meant doing the unglamorous work ourselves - running negotiations call by call, deal by deal. Not just to solve a customer's problem in the moment, but to build something nobody else had: a real data foundation on vendor pricing and behavior. That foundation became our platform, then our intelligence layer, and now the AI experiences we deliver to customers. This transition isn't a reset. I've been increasingly operating in this role over the past year, and today just makes it official - at a moment when the business has real momentum behind it. Bookings have doubled, our enterprise base is up 50%, and increasingly, the number one way people access Tropic's intelligence isn't our app - it's inside an LLM. Buyer needs are changing fast, too. Tech stacks are more complex, and AI is making costs harder to predict than ever. Nobody's built the tool that makes sense of this new world yet, and that's the opportunity in front of us. I’m deeply grateful to Dave, there’s literally no one on this planet like him - he’s one of one, and possesses talents unlike anyone I’ve ever seen (the big reason I wanted to start a business with him). I’m happy to share he’ll be supporting Tropic as Chairman of the board - still building with us, just from a different seat. To the Tropic team: you rock. Everything above is because of you. I’m honored to take on this role and I couldn't be more excited for what's next. More here: https://lnkd.in/gVQct3Qj
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Teddie Wardi reposted thisTeddie Wardi reposted thisA few thoughts on the orchestration of money in the agentic economy💸💸🤖💸💸OAuth for Money: FinTech and the Agentic Orchestration LayerOAuth for Money: FinTech and the Agentic Orchestration Layer
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Teddie Wardi reposted thisTeddie Wardi reposted thisCan I be honest? 😬 The discourse around context graphs is right about the trillion-dollar opportunity. But IMO, completely 𝘄𝗿𝗼𝗻𝗴 𝗮𝗯𝗼𝘂𝘁 𝘄𝗵𝗼 𝗰𝗮𝗽𝘁𝘂𝗿𝗲𝘀 𝗶𝘁. Jamin Ball made a compelling case that AI agents won’t replace systems of record (data warehouses, CRMs, ERPs, HRISes, etc). Instead, truth will continue to live there, with a semantic layer on top that tells agents how to use that truth. A recent (and deservedly viral) article by Jaya Gupta and Ashu Garg takes this one step further, arguing that the real opportunity lies in context graphs, and that vertical AI agents will own context within their domains: sales agents for renewals, support agents for escalations, and so on. Their argument for context graphs is both elegant and important. 🌶️ Here’s my hot take: 🌶️ 𝗖𝗼𝗻𝘁𝗲𝘅𝘁 𝗻𝗲𝗲𝗱𝘀 𝗮 𝘀𝗶𝗻𝗴𝗹𝗲 𝘀𝗼𝘂𝗿𝗰𝗲 𝗼𝗳 𝘁𝗿𝘂𝘁𝗵—𝗮 𝘂𝗻𝗶𝘃𝗲𝗿𝘀𝗮𝗹 𝗰𝗼𝗻𝘁𝗲𝘅𝘁 𝗹𝗮𝘆𝗲𝗿. That’s because this idea of the context graph runs headfirst into a messy enterprise reality: 𝗵𝗲𝘁𝗲𝗿𝗼𝗴𝗲𝗻𝗲𝗶𝘁𝘆. Vertical agents sit in the execution path, so they see their workflow well. But enterprise context doesn’t live in one place. It spans systems. A single renewal decision might pull context from: PagerDuty, Zendesk, Slack, Salesforce, Snowflake + the semantic layer. And every enterprise has a different mix of these tools. We’re already hearing this from customers: they’re running multiple agent ecosystems, but still need one shared, consistent layer of context across all of them. They’re not going to hand over their institutional knowledge to a dozen vertical agent startups. That’s why context can’t live inside individual agents. It has to live as an independent system of context. 𝗜𝗻 𝗮 𝘄𝗼𝗿𝗹𝗱 𝗼𝗳 𝗵𝗲𝘁𝗲𝗿𝗼𝗴𝗲𝗻𝗲𝗶𝘁𝘆, 𝘁𝗵𝗲 𝗶𝗻𝘁𝗲𝗴𝗿𝗮𝘁𝗼𝗿 𝗮𝗹𝘄𝗮𝘆𝘀 𝘄𝗶𝗻𝘀. 𝗡𝗼𝘁 𝘁𝗵𝗲 𝗮𝗽𝗽𝗹𝗶𝗰𝗮𝘁𝗶𝗼𝗻. Agree? Disagree? I’m genuinely curious. Read the full piece on Metadata Weekly and weigh in below 👇Context Graphs Are a Trillion-Dollar Opportunity. But Who Actually Captures It?Context Graphs Are a Trillion-Dollar Opportunity. But Who Actually Captures It?Prukalpa ⚡
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Teddie Wardi shared thisExcited to see ServiceNow’s agreement to acquire Armis — a huge milestone for Yevgeny Dibrov, Nadir Izrael, and the entire team. We first partnered with Yevgeny and Nadir with a small check in their Series C in 2019 — and quickly became convinced we wanted to go much deeper. Their customer-first mindset and clarity of mission stood out immediately: deliver real-time visibility and context across the entire attack surface, from IT to OT and other connected devices. That conviction ultimately led to a venture buyout soon after at ~$1B valuation, and it’s been incredible to watch Armis scale cyber exposure management, expand the platform through acquisitions, and become a category leader. Thrilled for Armis’ next chapter as part of ServiceNow — bringing even more unified “see, decide, and act” security outcomes to customers worldwide.Teddie Wardi shared thisSince 2019, Insight Partners has worked alongside Yevgeny Dibrov, Nadir Izrael, and the Armis team as they built at full throttle. The founders ran the company the way they met customers: constantly in motion, bouncing between cities and time zones, compressing weeks of progress into days. That urgency defined Managing Directors Teddie Wardi and Thomas Krane’s early interactions with Armis. The day before Dibrov and Izrael were set to sign a term sheet, Wardi and Krane showed up at the Armis office and asked if the founders had time for a quick coffee. The next day, the phone started ringing with potential customers from Insight’s network — including FedEx. “Once our initial investment closed, it felt like the starting gun of a race had just gone off,” said Krane. “We were constantly looking for ways to increase the company’s profile with our portfolio and network, teeing up intros to CISOs and prospects to help the company further accelerate revenue and adoption.” Here are some of the highlights in Armis' ScaleUp journey: 🎯 2015: Dibrov and Izrael found Armis to address security risks in the IoT explosion 💸 2017-2018: Armis moves its headquarters to Palo Alto and raises a $17M Series A, then a $30M Series B 💡 2019: Insight participates in Armis’ $65M Series C 📈 2020: Insight acquires Armis for $1.1B 🤖 2021–2022: Supported by the Insight Onsite team, Armis makes key leadership hires and refines its GTM strategy, driving 200%+ growth in new logo ARR ✏️ 2024–2025: Armis acquires CTCI, Silk Security, and OTORIO 📅 2025: Armis attends Insight Partners’ Founders Day with ServiceNow 🚀 2025: Armis to be acquired by ServiceNow for $7.75B “Since our initial investment in 2019, Armis has grown from a focused OT security startup into a global leader in cyber exposure management, expanding its platform to secure increasingly complex enterprise environments,” said Wardi. “The company’s growth is a testament to the team’s execution, strong customer adoption, and its increasing relevance in today’s threat landscape. We look forward to supporting them in this next chapter with ServiceNow.” https://lnkd.in/eSKTt7s5
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Teddie Wardi reposted thisTeddie Wardi reposted thisEvery day, defenders fight a war in cyberspace. Midnight in the War Room — a first-of-its-kind documentary — tells their stories. Featuring over 50 experts from around the world — global CISOs, reformed hackers, military strategists, cyber psychologists, journalists, and victims — the film exposes the human side of cyber war and what’s truly at stake. For years, we’ve said cybersecurity is everyone’s problem. This film shows why. Watch the official trailer now. Premiering August 5, 2026, at Black Hat USA. Visit midnightinthewarroom.com to learn more. #MidnightInTheWarRoom #DefendersUnite
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Teddie Wardi reposted thisTeddie Wardi reposted thisBig news: We’re launching a new AI assistant called Purchase Prep. $15B in supplier intelligence instantly accessible. 75% of procurement work is related to renewals. It’s tedious, manual work finding dates/terms, prioritizing which contracts matter most, and hunting for the right data. Purchase Prep delivers a coordinated team of AI agents running for you, making this renewal work happen in seconds, not hours: - AI scans your contracts and flags the high savings opportunity renewals - Surfaces auto-renewal traps and compliance gaps before they cost you - Benchmarks your pricing - if you're in the 80th percentile, you're overpaying and we'll tell you by exactly how much - Delivers vendor-specific negotiation tactics proven across thousands real of deals Data access should be immediate - there’s no reason time should get in the way Purchase Prep gives buyers the map to plan which contracts to prioritize + the action plan for saving money, served up on a silver platter. Whether you're a solo practitioner or running a full team, procurement should support the pace your business moves - this is a major step towards that. Check it out via link in the comments ⬇️
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Teddie Wardi shared thisExcited to partner with Ganesh Ramakrishna and team at Lyric in their Series B round. Lyric's AI-powered platform reshapes the supply chain management with unique tech differentiation: a no-code environment enabling teams to rapidly deploy custom decision workflows, advanced simulation powered by NVIDIA cuOpt and other modern solvers, and pre-built algorithm libraries that drive real-time, scalable intelligence. Excited for the journey ahead in transforming static supply chains into dynamic decision ecosystems! https://lnkd.in/g9UjRyzzLyric grabs $43.5M to make supply chains think for themselves — TFNLyric grabs $43.5M to make supply chains think for themselves — TFN
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Teddie Wardi reposted thisTeddie Wardi reposted thisIt’s my absolute pleasure to announce Anaconda, Inc.’s Series C. It is a special place with incredible leaders like Peter, Laura, and Jane that are delivering the essential building blocks of our AI-first world. So it is with great humility & a belief in the future that Teddie, Grace, and the rest of Insight Partners are joining them in this incredible journey: https://lnkd.in/eWcJtcbvAI Startup Anaconda Hits $1.5 Billion Valuation in New RoundAI Startup Anaconda Hits $1.5 Billion Valuation in New Round
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Teddie Wardi liked thisTeddie Wardi liked thisToday we announce what we've been up to over the past 2 years at Permanent Capital Ventures announcing our $200M Fund II after investing our inaugural $150M fund I raised in 2024! Grateful to be building with Mike Gamson Wenz Xing Jessie Abrams Brian Frank Ivaldo Basso Rosi Alvarado Bodnar Nakesha Jasper Joe Shenton We are privileged to work for the entrepreneurs that have chosen to hire us to help build the go-to-market engine designed to scale alongside them. We have seen portfolio companies like Lyric Recur Software Tidalwave Outmarket AI grow >10x+ since our initial investment and more to come.... Thanks to former colleagues, bosses, partners, entrepreneurs, and operators for supporting us to get this launched and to our current Partners for backing us early on. Onward and upward. https://lnkd.in/gCjDNkM7
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Teddie Wardi liked thisTeddie Wardi liked thisThat's a wrap on the Bonn Open 2026, and it was our biggest edition yet. A new attendance record with more than 10,000 spectators, sold-out days, and a final that could not have been scripted better. Jan Choinski, No 77 in the world, took the title without dropping a single set all week, his tenth ATP Challenger trophy. On the other side of the net, 18-year-old Jamie Mackenzie reached his first Challenger final ever and jumped from No 931 to 573 in the world, carried by an incredible crowd. Congratulations also to our doubles champions Vijay Sundar Prashanth and Ramkumar Ramanathan. What made this week special happened well beyond the scoreboard. Grand Slam champion Dominic Thiem opened the tournament together with Mona Neubaur, NRW Minister for Economic Affairs. In the One Point Challenge, an amateur beat the pros and took home 5,000 euros. At the Next Gen Performance Day, young talents from eight clubs in the region trained with Dominic, and on Kids Day 80 children shared the court with junior world champion Max Schönhaus. Inspiring kids to love sports is the reason I do this, and seeing their faces this week was worth every effort. On top of that, we raised 60,000 euros for our charity partners. None of this happens without people. A heartfelt thank you to our 60 ball kids and 60 volunteers, to tournament director Rebecca Quebbemann and the whole team, to our host club TC Blau-Gelb Bonn-Beuel, and, on behalf of all our sponsors, to our flagship sponsors SAP, T-Systems International, RSM Ebner Stolz and LGT Private Banking for believing in what we are building here. A special thank you to several key people from my LeanIX times, who jumped in and helped to bring the event to the next level. It was also a special edition for me personally: the first one I ran as the organizer of the Bonn Open, in the very week my journey at SAP LeanIX and SAP came to an end. A better start into this new chapter is hard to imagine. See you next year, Bonn. #BonnOpen #ATPChallenger #Tennis #Bonn #Startup
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Teddie Wardi liked thisTeddie Wardi liked thisOur Hinge Health members don't do their PT in a studio with perfect lighting and plenty of space. They're in spare bedrooms or cramped living rooms - dodging coffee tables. Of course an arm or leg will occasionally drift off screen mid-exercise. Yet most Computer Vision pose models just give up or give you a nasty error message. So our AI team taught our new model - Harrier - to infer the unseen! 👀 💡 During training they deliberately hid parts of the body, then gave our computer vision model permission to predict the position of obscured limbs by leveraging the visible part of the kinematic chain. Essentially, forcing the model to work out where your arm went from everything it could still see. Now the edge of the frame works like a window instead of a cliff. Wander a little and it keeps up, so you can just do your exercises without worrying about whether your elbow is in shot. Huge kudos to our R&D team for continuing to widen our lead in AI and computer vision. More to come… 🧨
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Teddie Wardi liked thisTeddie Wardi liked thisAt Meta, we want teens to have age-appropriate experiences with AI and to keep parents informed if we become aware that their teen may be in distress. This week, we announced a new feature that alerts supervising parents if their teen's Meta AI chat suggests their teen is at risk of suicide or self-harm. I'm so proud of the work of the team that built this product to ensure teens are getting the offline support they need. https://lnkd.in/gqSi8aBJAlerting Parents if Teens Show Signs of Distress in Conversations With Meta AIAlerting Parents if Teens Show Signs of Distress in Conversations With Meta AI
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Teddie Wardi reacted on thisTeddie Wardi reacted on thisIn 1998, I showed up at Montana State and everyone was wearing a brand I'd never heard of. Carhartt. My dorm was full of guys from Alaska, Wyoming, and Montana. They didn't wear it to make a statement. They wore it because it held up. It was the uniform of people who got things done. I grew up in a city. That was my first real exposure to that world, and I picked up a few pieces of my own over the years. Fast forward almost 30 years. That brand from a small Detroit factory in 1889 is now everywhere. Job sites, ski towns, city streets, even the fashion world. They went mainstream without ever abandoning what made them Carhartt: built for work. And this month, Carhartt became a project44 customer. Every hoodie, jacket, and pair of overalls has a supply chain behind it. Raw materials, factories, ports, trucks, distribution centers. That's the work behind the workwear, and now we get to help power it. From a freshman in Bozeman who'd never heard the name, to a partner helping move their product around the world. Proud doesn't cover it. (And yes, my boys came pre-converted.)
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Teddie Wardi liked thisTeddie Wardi liked thisWe’re building something... Our DNA is building growth, and we believe AI is one of the most transformative unlocks for growth. That’s why we’ve been leading the conversation, building our position, deepening our support, and growing our portfolio of technology leaders since 2017 — when key research like “Attention Is All You Need” was published, and years before ChatGPT could talk back. While AI is a fundamentally accelerated technology shift, we have approached this transformative period with the same data-informed support and hype-averse approach to every era of software we have seen over the last 30+ years. Before we look forward, here are just some examples where we’ve led this conversation. More to come, so stay tuned.
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Teddie Wardi reacted on thisTeddie Wardi reacted on thisAfter more than 14 years, I will hand over my responsibilities at SAP LeanIX tomorrow and leave SAP at the end of July. This has been the professional journey of my lifetime, better than I could ever have asked for. Founding LeanIX to solve a real customer problem, turning it into a category leader, and then becoming part of SAP has been the privilege of my career. Together with an incredible team we created the “Google Maps for IT”, we reinvented ourselves again and again, all the way to becoming an AI-native SaaS. Now we are expanding into the new AI governance category. A big thank you to our customers, for believing in us when we were small and always working with us at eye level. To everyone who has been part of the journey: you shaped LeanIX, and none of it would have happened without your effort, dedication, and trust. I will be forever grateful for this experience we shared. I am leaving the team in the best possible hands. Dominik Rose, who has built LeanIX alongside me for years, takes over as of July 1. Together with the team, there is no one I trust more to carry the story forward. A heartfelt thank you to Christian Klein, for the autonomy to lead LeanIX the way we believed was right, and to Sebastian Steinhaeuser and Muhammad Alam, for encouraging me to keep leading as an entrepreneur within the corporate world. And to everyone at SAP, for welcoming us warmly and giving LeanIX a home worthy of its ambition. The photo says it all. Standing next to Roger Federer and Christian at Sapphire is a full-circle moment, and one of the most amazing farewell gifts I could have asked for. Tennis has been my big passion since I was a kid, and that brings me to what comes next: the Bonn Open, a professional tennis tournament, returns at the end of July. For now, I will focus on running it and inspiring kids to love sports, a balance that has always mattered to me. I will be cheering for SAP and SAP LeanIX from the sidelines. It has been an honor. #Startup
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Arteen Arabshahi
Fika Ventures • 10K followers
SF VC Takeaway #2: Pricing expectations, performance bars, and what’s actually getting funded. One theme that came up repeatedly in SF was how far pricing expectations and performance bars have shifted, even compared to just a few years ago. A few things investors kept anchoring to: 1️⃣ Median Series A valuations are higher than their 2021 peaks, but fewer of them are getting done. 2️⃣ Capital is being concentrated into fewer and fewer companies (and lots of capital!) 3️⃣ “Good” progress is no longer enough and the bar for standout performance has moved in an AI-native world So what does “top performance” mean right now? One investor told me that top quartile seed companies in their portfolio are going from $0 to $2M in ARR in <12 months. Outside of pure traction numbers, a few other themes that came up to describe "top performance": 📈 Explosive early revenue ramps (or a very credible path to them) 📊 Strong velocity and momentum for 2 quarters in a row, even if the baseline is small. 🚀 Clear signals of category leadership, not just product-market fit. Sometimes shown by either domain expertise, speed of product optimization, or by lack of competition in the category. This creates a counterintuitive dynamic where it can be easier to fund a company with strong pedigrees in a hot space and no traction yet than a company that went from 0 to $1M ARR at what used to be considered a rapid pace. Pricing today is driven by trajectories, not moments in time. We used to say investors invest in lines not points; I think that's more true than ever now because crossing certain milestones doesn't carry as much influence as it once did. Finally, investors still say that valuation matters, but many of them are acting differently. Pace and belief in category-defining companies really sets the price; while slower growth gets scrutinized rather than discounted. One silver lining in the camp of durable growth: Series A rounds are happening so fast that many companies don’t yet have meaningful history of retention data. Large bets are being made on velocity before the durability is proven. Several investors told me the same thing: we may soon swing back to a market where retention, not growth, becomes the defining metric. Let's hope so. I'll share my third SF VC takeaway tomorrow!
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Thomas Terrats
Vessel • 5K followers
To my dear VC friends, We are all very excited about the growth rates of AI companies. But when you declare "Triple–Triple–Double–Double–Double (T2D3) is dead," you create chaos in your own firm and with your LPs. And your IR team pays the price. 𝗛𝗲𝗿𝗲'𝘀 𝘁𝗵𝗲 𝗽𝗿𝗼𝗯𝗹𝗲𝗺: IR teams just spent 24 months explaining LPs that albeit their portfolio lack liquidity, the fundamentals of their existing portfolio companies are solid, etc... LPs committed hundreds of millions based on that narrative. Now the partners, from the same firm, are saying that model is outdated.... 𝗧𝗵𝗲 𝗿𝗲𝘀𝘂𝗹𝘁? Confused LPs asking: - "So what are the paper returns marked at 3x MOIC on your Saas companies really worth ?" - "Why did you say that the existing portfolio companies were doing well?" - "Why should we trust the new narrative?" - "What else will change next quarter?" IR teams scrambling to explain: --> Why yesterday's pitch is today's problem --> How the new model is totally different (but also kind of the same) --> Why this pivot strengthens the strategy (somehow) 𝗧𝗵𝗲 𝗿𝗲𝗮𝗹𝗶𝘁𝘆 𝗻𝗼 𝗼𝗻𝗲 𝘄𝗮𝗻𝘁𝘀 𝘁𝗼 𝗮𝗱𝗺𝗶𝘁: T2D3 isn't just a growth model. It's a framework LPs have internalized for 10 years on how to evaluate B2B Software companies. They use it to model returns. They use it to compare companies and portfolios. They use it to explain venture investing to their boards and ICs. When you suddenly declare it dead, you're not just changing metrics. You're breaking the narrative that built trust. 𝗧𝗵𝗲 𝗳𝗮𝗹𝗹𝗼𝘂𝘁: → Every fundraise gets harder → LPs hesitate on re-ups and do more due diligence on the portfolios → New LPs question your consistency → IR teams on calls with LPs 10 hours a day and burn out managing the confusion 𝗧𝗵𝗲 𝘀𝗺𝗮𝗿𝘁𝗲𝗿 𝗮𝗽𝗽𝗿𝗼𝗮𝗰𝗵: Evolution, not revolution. Show how the market is expanding. Explain why multiple models can coexist. Build on what LPs understand, don't demolish it. Because here's what matters: LPs need clarity, not contradictions. They need consistency, not pivots. They need to trust your story won't change with the wind. The future of venture depends on this. You can celebrate new growth models without torching the frameworks that built LP confidence in the first place. Your IR team will thank you. Your LPs will trust you. And your next fundraise might actually be smoother. ❤️
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Ryne Ogren
RHYNO LLC • 13K followers
The Google and NextEra partnership makes perfect sense. For years, the model has been: 1. Find a site. 2. Ask the utility for power. 3. Wait for them to deliver or build it. 4. Complain when they're late and over budget. That model is broken. Utilities can't keep up. (and it's not their fault... "keeping up" with demand is an impossible task in this case). This partnership flips the script. Google isn't asking for power. They're bringing their own. They're partnering with the largest renewable energy developer in the country to co-develop entire campuses. Land. Power generation. Interconnection. All bundled together. This is vertical integration. It's Google taking control of their own destiny. And it solves the biggest problem in the industry right now: ...Who pays for the infrastructure? NextEra's CEO said it himself: hyperscalers need to "bring and pay for their own power generation." That's exactly what this deal does. It's faster. It's more certain. And it doesn't stick ratepayers with the bill. This isn't just another PPA. This is the new model for the future of data center development. My question is... Will this just be a behind the meter design? Or will they connect their power generation to the grid? Comment below!
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Matt Ocko
DCVC • 13K followers
If you care about out-innovating China in the AI war, you need more efficient chips, not just brute force buildout for hot, inefficient chips and architecture. That’s why DCVC backed Mythic — up to 1000x the SWapC of NVIDIA’s 2028 roadmap for real time embedded and datacenter compute. Oh, and by the way, *made on American fabs with zero Taiwan supply chain dependency*… We can’t pour more concrete than China, and our grid interconnect workers don’t slave away under threat of being murdered for their organs. We need smaller, cooler, faster, smarter, more power efficient chips. Mythic is proving that *today* with live silicon.
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Dale Chang
Scale Venture Partners • 5K followers
Every VC fund now has a vertical AI strategy. Three years ago, that would have been unthinkable – to everyone except my friend Alexander Niehenke. Alex has spent more than a decade investing in vertical markets, and he sees what’s happening now as just the beginning of a much longer trend. Drawing on that experience, he believes this shift will follow a fairly clear pattern. He points to two main factors that affect how quickly verticals adopt AI: → Integration complexity → How recently the industry experienced major software or AI disruption. Put simply, the easier the integration and the longer it’s been since a vertical was transformed by software or AI, the better the conditions for fast vertical AI adoption. That’s why early vertical AI winners like Freed in healthcare have done so well. Individual users could get started right away, without waiting on integrations or company approvals; a doctor can put in a credit card and be using Freed for medical transcription the same day. You see the same pattern in industries that have been slow to buy new software. Many law firms still think of Microsoft Office as their last major software purchase, which is why the rise of legal AI platforms like GC AI really stands out. In environments with little modern software, AI’s productivity gains are obvious, making it much easier for leaders to say yes. Alex put this into a simple framework for how different industries are likely to adopt AI. Verticals with light integration needs and little recent change from software or AI will probably move the fastest, while those with complex integrations or heavy investment in earlier software and AI tend to move more slowly. Taken together, that framework gives a helpful lens on how vertical AI adoption could play out over the next decade. Check out his post to go deeper: https://lnkd.in/gK5FCarh
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