14 · AI & No-Code App Builders
Six ways to build before you go custom
Six categories we reach for, what each is genuinely good at, and the bill that arrives later.
01AI app generators
Tools like Base44, Lovable, Bolt and Vercel v0 turn a written brief into a working web app in hours. Right for validating an idea, demoing to stakeholders, or standing up a small internal tool. Later cost: generated code needs a security review, and moving off the platform takes real engineering.
Prompt-to-app · Fast prototypes · Review before launch
02No-code app platforms
Bubble, Glide and Softr let non-developers assemble real applications with visual editors. Right when the team who maintains the app writes no code and the workflow is well understood. Later cost: platform fees grow with usage, and complex logic becomes harder to change than plain code would be.
Visual builder · Non-developer teams · Platform runtime
03Internal-tool builders
Retool and Appsmith connect to your existing databases and APIs and produce admin panels in days, not months. Right for back-office screens: dashboards, approvals, support consoles. Later cost: per-seat licensing, and anything customer-facing belongs in custom code, not an internal-tool builder.
Admin panels · Your data sources · Days not months
04Workflow automation
Zapier, Make and n8n move data between the systems you already run, and all three now carry AI steps for routing, drafting and extraction. Right for connecting tools without writing services. Later cost: sprawling automations become undocumented business logic that only one person understands.
Integrations · AI steps · Hidden logic risk
05Spreadsheets as backends
Airtable gives a team a relational database with the friendliness of a spreadsheet, plus forms, views and automations on top. Right for content pipelines, light CRMs and operations tracking. Later cost: record limits, API rate caps and access controls that were never designed for customer data.
Ops tracking · Light CRM · Known ceiling
06Graduation to custom code
When a prototype earns real users, we rebuild the load-bearing parts in TypeScript on a boring, proven stack, keeping the validated screens and flows as the spec. Right once revenue, customer data or compliance is on the line. The prototype is never wasted: it is the cheapest requirements document you will ever get.
TypeScript · Owned code · Prototype as spec