Notes on building.
Guides on mobile apps, web platforms and AI products. Cost breakdowns, stack comparisons and how we ship.
AI for Document Understanding: OCR, IDP, and Beyond in 2026
Traditional OCR reads characters. Intelligent document processing extracts meaning. Multimodal LLMs do both and reason about context. Here is how the document understanding stack actually works in 2026, what tools to use, and how to build systems that hit 95%+ accuracy in production.
AI & strategy · Aug 8, 2026 · 14 min read
AI for Dynamic Pricing: SaaS Revenue Optimization Playbook
A hands-on playbook for SaaS teams ready to use AI for dynamic pricing. Covers willingness-to-pay analysis, price elasticity models, personalized pricing, and the architecture that makes it all work.
AI & strategy · Aug 7, 2026 · 14 min read
AI for Biotech Startups: Lab-to-Market Product Strategy 2026
Most biotech startups die between the lab bench and the first paying customer. A deliberate AI product strategy that connects wet lab outputs to scalable software platforms is the difference between a funded science project and a real company.
AI & strategy · Aug 4, 2026 · 14 min read
AI vs Outsourcing: Which Cuts Software Development Costs More?
The outsourcing playbook that saved startups millions for two decades is now competing with AI agent workflows that deliver faster at a fraction of the cost. One of them is going to reshape how you build software, and it is probably not the one your CFO expects.
AI & strategy · Aug 3, 2026 · 14 min read
AI Readiness Assessment: Is Your Startup Ready for AI in 2026?
Most startups waste their first AI budget building something they are not ready for. This assessment framework tells you exactly where you stand and what to fix before writing a single line of model code.
AI & strategy · Aug 3, 2026 · 13 min read
AI for Legal Contract Review and Automation: 2026 Playbook
Most legal teams still review contracts the same way they did in 2015. AI contract review automation is not incremental improvement; it is a structural shift in how legal work gets done.
AI & strategy · Aug 3, 2026 · 14 min read
AI for Competitive Analysis: Automating Market Intelligence
Most teams treat competitive analysis as a quarterly slide deck that is stale by the time it ships. AI-powered market intelligence runs 24/7, catches signals humans miss, and costs less than a single analyst.
AI & strategy · Aug 3, 2026 · 14 min read
Vertical AI Agents for Professional Services: Build or Buy?
Vertical AI agents automate billable workflows in accounting, legal, and consulting firms. This guide covers use cases, build vs buy analysis, implementation patterns, and ROI calculations with real numbers.
AI & strategy · Jul 30, 2026 · 16 min read
AI for Compliance Audit Automation: SOC 2, HIPAA, and Beyond
Compliance audits drain hundreds of engineering hours every year. AI automation can cut evidence collection time by 80%, shift from point-in-time snapshots to continuous monitoring, and reduce total audit costs by $50,000 or more annually. Here is how to implement it across SOC 2, HIPAA, and ISO 27001.
AI & strategy · Jul 30, 2026 · 16 min read
AI for Semiconductor Supply Chain: Visibility and Forecasting
Semiconductor supply chains are among the most complex on the planet, with lead times stretching 26 to 52 weeks and geopolitical risks reshaping sourcing overnight. Here is how AI is giving chip buyers and manufacturers the visibility and forecasting accuracy they need to stay ahead.
AI & strategy · Jul 30, 2026 · 16 min read
When AI Agents Replace Your SaaS Subscriptions: Founder Guide
Your company is paying for 15 SaaS subscriptions. Half of them do things an AI agent can handle better, faster, and cheaper. Here is a practical breakdown of which tools are most vulnerable, which are safe, and how to start replacing subscriptions with agents.
AI & strategy · Jul 29, 2026 · 16 min read
Distribution Strategy for AI Startups: Getting First Customers
Most AI startups die not because their models are bad, but because they never solve distribution. The trust gap, education burden, and ROI uncertainty make acquiring customers harder than in traditional SaaS. Here is a practical playbook for getting your first customers across five proven channels.
AI & strategy · Jul 29, 2026 · 16 min read