Starter stack

AI app that bills by usage

Every request costs you model tokens, so a flat subscription either loses money on heavy users or prices out light ones. You want to charge per use, credits or tiers with limits — and see what each user costs you.

8 makers' products and 10 open-source projects use at least half of these 9 tools.

The picks

Frontend Framework

Streaming responses and API routes in one app, where usage gets metered.

Chosen for frontend framework by 1506 makers' products we track · the alternatives →
Authentication

Prebuilt sign-in and organizations, so usage can be tracked per user or per team from the start.

Chosen for authentication by 305 makers' products we track · the alternatives →
Database

A realtime TypeScript backend, so credit balances and usage update on screen the moment a request finishes.

Chosen for database by 50 makers' products we track · the alternatives →
LLM API

One key and one bill for hundreds of models, so you can route cheap requests to cheap models and keep margins.

Chosen for LLM API by 61 makers' products we track · the alternatives →
AI SDK & Agent Framework

Returns token usage with every call, which is what you meter and bill.

Chosen for AI SDK & agent framework by 4 makers' products we track · the alternatives →
Payments

Credits, limits and usage-based plans on top of Stripe, without writing the metering and entitlement logic yourself.

Chosen for payments by 12 makers' products we track · the alternatives →
Payments
Stripellms.txtMCPCLIIn Bolt, Lovable, Replit, v0

The processor under the billing layer, and the one most makers here already use.

Chosen for payments by 869 makers' products we track · the alternatives →
LLM Observability & Evals

Cost and tokens per user and per request — what you need to price usage — open source, free to self-host or on its hosted plan.

Chosen for LLM observability & evals by 33 makers' products we track · the alternatives →
Hosting

Serverless functions that scale with request volume, matched to a bill that grows with usage too.

No maker's product we track shows it for hosting yet · the alternatives →

What this costs you

Usage pricing is harder to explain than a flat plan, and users worry about surprise bills — show live usage and let them set limits. Several pieces (billing layer, gateway, observability) each take a small cut or a monthly fee; the simplest start is Stripe's own usage billing, adding the rest when pricing gets complex.

Ask your AI about this, with this page as the source:ChatGPT ↗Claude ↗Perplexity ↗

Who builds this way

Using at least half of these tools, each with a source: makers' products from their own words, customer stories, subprocessor lists or websites; open-source projects from their code.

Slashspace AICanvas first AI experience for sustained, complex work7 of these 9 toolsMacalyMacaly is an AI builder that generates websites and apps from prompts, with direct editing, a built-in database, visitor analytics and publishing to your own domain.6 of these 9 toolsBrandingStudio.ai®Agency-quality branding in 60 minutes, not 6 months5 of these 9 toolsBrewDesigns and sends marketing emails and email automations from a plain-English description of the campaign.5 of these 9 toolsConduitAI agents for hospitality teams5 of these 9 toolsHumalikeAI that doesn't behave like AI | Research & products5 of these 9 toolsKlipy AIThe AI CRO that captures, closes, and compounds.5 of these 9 toolsOutlit AIAI Agents for your SaaS Deals5 of these 9 toolshexclaveopen sourceThe user infrastructure platform. You choose the frontend, backend, and database. Hexclave handles everything else.6 of these 9 toolsAutoGPTopen sourceAutoGPT is the vision of accessible AI for everyone, to use and to build on. Our mission is to provide the tools, so that you can focus on what matters.5 of these 9 toolsever-worksopen sourceEver® Works™ - The Workshop for AI. An open agentic runtime that autonomously researches, ships, and maintains entire businesses, 24/7 - https://ever.works5 of these 9 toolsgiselleopen sourceGiselle is an open-source tool for building and running AI workflows in a visual node editor, combining models from several providers. It is for teams automating multi-step or long-running AI tasks.5 of these 9 toolsinbox-zeroopen sourceOpen-source AI email assistant that triages, labels and drafts replies to help clear your inbox.5 of these 9 toolskodus-aiopen sourceAI Code Review with Full Control Over Model Choice and Costs.5 of these 9 toolsnote-companionopen sourceNote Companion: AI assistant for Obsidian that goes beyond just a chat. (prev File Organizer 2000)5 of these 9 toolsonlookopen sourceOpen-source visual editor for React apps: designers edit the UI and the changes are written back to code.5 of these 9 toolsbetter-contextopen sourceA better way to get up to date context on libraries/technologies in your projects5 of these 9 toolstypebot.ioopen source💬 Typebot is a powerful chatbot builder that you can self-host.5 of these 9 tools

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