Notes on building.
Guides on mobile apps, web platforms and AI products. Cost breakdowns, stack comparisons and how we ship.
AI for Procurement and Vendor Management: Automation Playbook
AI can automate 60 percent of procurement tasks, from spend categorization and contract analysis to vendor risk scoring. Here is the complete playbook for procurement teams ready to cut costs by 15 to 25 percent.
AI & strategy · May 12, 2026 · 14 min read
How to Reduce Time-to-Market by 60% With AI-Augmented Dev Teams
GitHub Copilot studies show 55% faster task completion. Our teams see 40-70% depending on task type. Here is how AI-augmented development teams are compressing timelines across the entire software lifecycle, from spec writing to deployment, and how to restructure your team to capture those gains.
AI & strategy · May 12, 2026 · 14 min read
Technical Cofounder vs Dev Agency for Your MVP: Decision Guide
A technical cofounder costs 20-50% equity. A dev agency costs $50K-200K. Both can build your MVP, but choosing wrong wastes years and money. Here is how to decide.
AI & strategy · May 12, 2026 · 14 min read
AI for Pharma: Drug Discovery and Clinical Trial Optimization
Traditional drug development costs $2.6B and takes 10-15 years with a 90% failure rate in clinical trials. AI-accelerated pipelines are compressing that to $200M-500M over 4-7 years, and the first AI-designed molecules are already in Phase II trials.
AI & strategy · May 11, 2026 · 14 min read
AI for Cybersecurity: Threat Detection and SOC Automation 2026
Traditional SIEMs drown security teams in false positives while costing millions per year. AI-powered threat detection, automated alert triage, and SOAR integration are replacing the old playbook. Here is how to build a modern SOC that actually scales, even with the global shortage of 3.5 million cybersecurity professionals.
AI & strategy · May 11, 2026 · 14 min read
AI for EdTech: Adaptive Learning and Automated Assessment 2026
Adaptive learning engines and automated assessment are transforming education at every level. Here is how the technology actually works, which platforms are leading, and what it takes to build AI-powered EdTech products that genuinely improve student outcomes.
AI & strategy · May 11, 2026 · 14 min read
AI for Sports: Player Analytics and Fan Engagement Platforms
Professional sports teams spend millions on AI-driven analytics, but the real opportunity is in making these tools accessible to college and amateur leagues. Here is how player tracking, biomechanics analysis, and fan engagement platforms actually work, what they cost, and where the market is heading.
AI & strategy · May 10, 2026 · 14 min read
How Agentic AI Is Fundamentally Reshaping SaaS Business Models
The SaaS playbook that built a generation of billion-dollar companies is fracturing. Agentic AI is turning software from a tool you operate into a worker that operates for you, and the business model implications are massive.
AI & strategy · May 10, 2026 · 14 min read
AI for Private Equity: Due Diligence and Portfolio Analytics
Private equity firms are using AI to source deals faster, automate document review, and monitor portfolio health in real time. Here is how to build the analytics edge that separates top-quartile returns from the rest.
AI & strategy · May 9, 2026 · 14 min read
AI for Agriculture: Precision Farming and Crop Intelligence 2026
Precision agriculture is projected to hit $16.6B by 2028, and the startups capturing that value are building with computer vision, ML-driven yield models, and IoT sensor networks. Here is what the tech stack actually looks like.
AI & strategy · May 6, 2026 · 15 min read
AI for Hospitality: Guest Experience and Revenue Optimization
Hospitality AI is growing at 35% annually, and the winners are not the flashiest properties. They are the ones using AI to price smarter, personalize harder, and run leaner operations.
AI & strategy · May 6, 2026 · 15 min read
The Founder's Guide to the AI Agent Economy in 2026
AI agents are no longer a research curiosity. They are buying API calls, replacing human workflows, and reshaping every layer of the software stack. Here is your strategic playbook for building in the agent economy.
AI & strategy · May 6, 2026 · 16 min read