Fractional by Swarm

The 20% Truth: AI’s Real Impact on Developer Productivity | Simon Obstbaum (Stanford, Crunchyroll)

Everyone says AI will 10x your dev team. But what does the data actually say?In this episode of Fractional, Simon Obstbaum—Stanford researcher and former CTO of Crunchyroll—walks us through one of the most grounded conversations on developer productivity with AI you’ll hear.Simon’s team at Stanford built a model trained on expert code reviews to study the actual impact of AI coding tools. What they found: a 20% productivity uplift at best—with wide variance depending on language, codebase complexity, and context.We discuss:• What productivity really means in software engineering• Why legacy codebases often get worse with AI• How LLMs quietly replace pair programming for junior devs• What makes engineering teams more effective in reality—not theory• Lessons from building Crunchyroll’s global tech orgThis isn’t an AI hypefest. It’s a reality check.🧪 Participate in Stanford’s research [https://softwareengineeringproductivity.stanford.edu/]👤 Connect with Simon [https://www.linkedin.com/in/simonobstbaum/]🐝 Learn how Swarm helps enterprises adopt AI [https://swarm.work]🎙 Fractional by Swarm

From Chatbots to Real AI Agents | Ragde Falcis (ChatGenie)

Everyone’s shipping copilots. Ragde Falcis built something else: a real agentic system—used daily by thousands of customers. In this episode of Fractional, we break down how ChatGenie: → Hit 90%+ accuracy without model fine-tuning → Uses multi-agent orchestration with reasoning and memory → Built eval loops and guardrails that actually scale → Tracks token-level usage to make the business work → Retrofits into Meta’s stack, CRMs, and internal HR workflows → Thinks beyond PH—and why that mindset shift matters This isn’t another AI demo. It’s the playbook for what actually works in production. 🎧 Listen if you're serious about: * Shipping agent-based systems * Scaling GenAI workflows * Or building infrastructure that survives beyond the hype Built something real? You’ll need real help to scale it. Swarm is a collective of AI-native consultants—builders, operators, and strategists from MAANG, YC, and Fortune 500s. If you’re building your AI roadmap and need fractional support that actually ships, let’s talk. 🔗 https://swarm.work/?utm_source=fractional&utm_medium=podcast&utm_campaign=ragde_episode

Using OKRs to Challenge Bad Leadership Decisions | Jeff Gothelf

"Most OKRs Are Just Tracking Failure"OKRs are supposed to drive success. But here’s what actually happens instead:1. Teams track effort, not results.2. Leaders set goals based on gut feeling.3. When things go wrong, strategy isn’t questioned—the team is."If your OKRs aren’t tied to behavior change, they’re just noise."Jeff Gothelf and I break down:1. How OKRs expose bad leadership assumptions2. Why most OKRs don’t actually measure success3. How to use OKRs to push back—without career risk4. Why customer behavior, not feature launches, should define success5. How product discovery should be continuous, not a one-time study6. Why designers, PMs, and AI teams need OKRs that track learning, not just output7. How to create a culture of continuous learning—where teams challenge assumptions, test ideas, and adapt fastBecause if your OKRs aren’t helping you challenge bad decisions, they’re useless.Jeff is a a leading voice and thought leader on customer centric product development. He helps organizations build better products and executives build the cultures that build better products. He is the co-author of the award-winning book Lean UX (now in it’s 3rd edition) and the Harvard Business Review Press book Sense & Respond. In 2020 he published the critically aclaimed book, Forever Employable.Starting off as a software designer then product manager and finally entrepreneur, Jeff now works as a keynote speaker, trainer, coach, and board advisor helping companies put the customer in the century of every decision.Most recently Jeff co-authored Who Does What By How Much?, his 5th book and 3rd with co-author Josh Seiden. This new book is the how-to guide for implementing Objectives and Key Results (OKRs) in every organization.Jeff's latest book [https://www.amazon.com/Who-Does-What-Much-Customer-Centric/dp/1732818444]Get access to our network of expert AI consultancies [https://swarm.work]

AI Without Strategy is Just Hype—Wardley Maps Fix That | Simon Wardley

AI without strategy is just hype—Wardley Maps fix that. Governments, businesses, and enterprises follow AI trends without mapping the landscape, leaving them blind to risks and opportunities.That's why I sat down with Simon Wardley [https://www.linkedin.com/in/simonwardley/], the inventor of Wardley Maps, and one of the UK’s top 50 most influential people in tech, to break down why most AI strategies fail—and how mapping can give you a real advantage. In this episode of Fractional: 🚀 Why AI without a map is like playing chess blindfolded 📍 How Wardley Maps expose hidden risks and opportunities in AI adoption 💡 The power struggles shaping AI—and why open-source AI is critical ⚠️ Why governments must fight for open AI instead of corporate control 🛠️ How AI tools, language, and reasoning are evolving—and what that means for strategy If you're responsible for AI adoption in your company, this conversation will change how you think about strategy. 🔹 Who is Simon Wardley?A former CEO, startup advisor (all acquired by US tech giants), and fellow of Open Europe, Simon has spent his career navigating complex systems, from AI and economics to behavioral patterns and market shifts. He pioneered Wardley Mapping, a framework used by organizations worldwide to anticipate change, outmaneuver competitors, and drive real AI strategy.

How a ProductHunt user became its CEO | Rajiv Ayyangar (ProductHunt)

Rajiv Ayyangar is the CEO at Product Hunt. He was previously co-founder / CEO of Tandem. He also studied bioengineering at Princeton and subsequently worked at Fairchild and Yahoo. In this episode of Fractional, we discuss the Product Hunt AI roadmap, what AI products are getting the top spot, Rajiv's journey from Tandem CEO to ProductHunt CEO, and why build velocity is very important. If you're working on your GenAI roadmap, strategy, and need an implementation partner, do it with Swarm! [https://www.swarm.work/]