Notes on building.
Guides on mobile apps, web platforms and AI products. Cost breakdowns, stack comparisons and how we ship.
How Much Does It Cost to Build a Smart City IoT Dashboard?
Smart city IoT dashboards sit at the intersection of real-time data engineering, geospatial visualization, and government procurement. Here is what each layer actually costs to build.
Cost & planning · Apr 8, 2026 · 14 min read
How Much Does It Cost to Build a Fraud Detection System 2026?
Building a fraud detection system costs anywhere from $75K for a rules-based MVP to $500K+ for a full ML-powered platform. This guide breaks down every cost layer so you can budget accurately.
Cost & planning · Apr 8, 2026 · 14 min read
How Much Does It Cost to Build a Supply Chain Visibility App?
Building a supply chain visibility platform is a high-stakes investment with a wide cost range. This guide breaks down real pricing for multi-carrier tracking, predictive ETAs, supplier risk scoring, and IoT data pipelines so you can budget with confidence.
Cost & planning · Apr 8, 2026 · 14 min read
How Much Does It Cost to Build an AI-Native Service Company?
AI-native service companies like Pilot and WithCover sell completed work, not software subscriptions. Building one requires multi-agent orchestration, domain-specific fine-tuning, human-in-the-loop systems, and per-outcome pricing infrastructure. Here is what it actually costs.
Cost & planning · Apr 6, 2026 · 14 min read
How Much Does It Cost to Build an AI Upskilling Platform in 2026?
Building an AI upskilling platform costs between $150K and $450K+ depending on adaptive learning engines, sandbox environments, and enterprise integrations. Here is what actually drives those numbers and where to spend wisely.
Cost & planning · Apr 6, 2026 · 13 min read
How Much Does Staff Augmentation Cost vs a Dev Agency in 2026?
Staff augmentation runs $50 to $120 per hour. A full-service dev agency charges $150 to $300 per hour. But the hourly rate is the least important number in the equation. Here is what actually determines total cost.
Cost & planning · Apr 6, 2026 · 14 min read
How Much Does It Cost to Build a Deepfake Detection Platform?
Building a deepfake detection platform means stitching together multimodal AI models, real-time inference pipelines, and compliance tooling that most teams underestimate. Here is what it actually costs across every layer of the stack.
Cost & planning · Apr 5, 2026 · 13 min read
How Much Does It Cost to Build a Subscription Consumer App?
Subscription apps generated $167B in 2025, but building one that converts and retains subscribers requires specific infrastructure most founders underestimate. Here's what it actually costs.
Cost & planning · Apr 5, 2026 · 13 min read
How Much Does It Cost to Build a Social Commerce App in 2026?
Social commerce apps range from $70K for a focused MVP to $600K+ for a TikTok Shop competitor. Here is what drives the cost and where to spend wisely.
Cost & planning · Apr 3, 2026 · 14 min read
How Much Does It Cost to Build a Micro-Mobility App in 2026?
Building a micro-mobility app like Lime or Bird costs between $150K and $600K+, depending on fleet size, IoT hardware, and regulatory scope. Here is what drives those numbers.
Cost & planning · Apr 3, 2026 · 14 min read
How Much Does an AI Coworker Platform Cost to Build in 2026?
AI coworkers are not copilots with a rebrand. They delegate, remember, collaborate across teams, and run approval workflows autonomously. Here is what it actually costs to build one from scratch.
Cost & planning · Apr 3, 2026 · 14 min read
How Much Does a PropTech Investment Platform Cost to Build?
A PropTech investment platform like Fundrise or CrowdStreet can cost anywhere from $150K for a Reg CF MVP to $750K+ for a full REIT management system with secondary market liquidity. The difference comes down to compliance complexity, waterfall logic, and how much of the capital stack you automate.
Cost & planning · Apr 3, 2026 · 14 min read