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 Custom CRM System in 2026?
Building a custom CRM costs anywhere from $50K to $300K depending on features, integrations, and AI capabilities. This guide breaks down exact pricing by phase so you can budget with confidence.
Cost & planning · Apr 25, 2026 · 14 min read
How Much Does It Cost to Build a Fitness Tracking App in 2026?
A fitness tracking app can cost anywhere from $45K for a basic activity logger to $400K+ for a platform with wearable sync, AI coaching, and social features. Here is what actually drives those numbers.
Cost & planning · Apr 25, 2026 · 14 min read
How Much Does It Cost to Build a Social Media App in 2026?
Building a social media app is one of the most deceptively complex projects in software. Here is what it actually costs, from lean MVP to full-scale platform.
Cost & planning · Apr 25, 2026 · 14 min read
How Much Does It Cost to Migrate From Heroku to AWS in 2026?
Heroku's pricing reset in 2022 forced thousands of teams to rethink their hosting. If you are evaluating a move to AWS, here is what it actually costs, what breaks during migration, and whether AWS is even the right destination.
Cost & planning · Apr 23, 2026 · 14 min read
How Much Does an Accessibility Audit and WCAG Remediation Cost?
An accessibility audit alone can cost $3,000 to $30,000 depending on scope, but the audit is just the beginning. Remediation is where the real budget goes, and skipping it exposes you to lawsuits that cost far more.
Cost & planning · Apr 22, 2026 · 14 min read
How Much Does It Cost to Build a White-Label AI Platform in 2026?
White-label AI platforms let you resell AI capabilities under your clients' brands. The cost ranges from $40K for a basic chatbot wrapper to $300K+ for a full multi-tenant LLM orchestration engine. This guide breaks down every line item so you can budget accurately.
Cost & planning · Apr 22, 2026 · 14 min read
How Much Does It Cost to Build AI Search for Your SaaS Product?
Most SaaS teams underestimate what good search costs and wildly overestimate what bad search costs them in churn. We have built AI search for products with 10K users and products with 10M users, and the honest answer is: it depends on how smart you need it to be.
Cost & planning · Apr 22, 2026 · 14 min read
How Much Does It Cost to Build an AI Content Moderation System?
Content moderation is not optional if you have user-generated content. App stores will reject you, regulators will fine you, and users will leave. The real question is how much it costs to build a system that actually works, and where your money goes.
Cost & planning · Apr 22, 2026 · 14 min read
How Much Does It Cost to Build a Patient Portal in 2026?
Patient portals are no longer a nice-to-have. They are a federal requirement and a revenue driver. Here is what it actually costs to build one, from a basic MVP to a fully integrated platform.
Cost & planning · Apr 20, 2026 · 14 min read
How Much Does It Cost to Add AI Features to an Existing App?
The cost to add AI features to your existing app ranges from $5K to $150K+, depending on the feature type, your current architecture, and how deeply AI needs to integrate with your product logic.
Cost & planning · Apr 20, 2026 · 14 min read
How Much Does It Cost to Build a Compliance Training Platform?
Off-the-shelf LMS platforms handle generic training fine. But when you need SOX audit trails, HIPAA-specific assessments, or EU AI Act modules with real enforcement teeth, you are looking at custom development. Here is what it actually costs.
Cost & planning · Apr 20, 2026 · 13 min read
How Much Does It Cost to Build an AI Data Pipeline in 2026?
Every production ML model is only as good as the data feeding it. Building a reliable AI data pipeline costs $80K to $750K+ depending on whether you need batch ingestion, real-time streaming, feature stores, or vector embedding pipelines.
Cost & planning · Apr 20, 2026 · 14 min read