Stack Recipe · Ship an AI-powered side project

Plan and launch an AI side project

A staged editorial checklist with candidate tools. Trial the complete workflow and quote the required plans before committing.

Medium

Difficulty

Depends on scope

Setup time

Not quoted

Current budget

7 tools

In the stack

Define one bounded AI task, Build and deploy a small scaffold, Connect the model server-side, then validate the complete handoff. This is an editorial plan, not a supplied implementation, documented client outcome or promised launch schedule.

Candidate features, model versions and integrations must be checked on the selected vendor plan. No comparative quality, growth, conversion or setup-time benchmark is established.

Validate this workflow

Confirm each required feature is included in your vendor plan.
Run one end-to-end example before migrating real users or selling.
Test failure, cancellation and export paths; keep a recovery copy.

Compare tools and evidence · Read implementation outlines

The stack

Candidate tools for the required roles.

These are editorial candidates. Check the feature, quote and handoff for each role.

Full-stack framework

Candidate for the full-stack framework. Confirm the required feature and trial the handoff before adopting it.

Verify plan

Required tier and usage unquoted

Hosting + deployment

Candidate for the hosting + deployment. Confirm the required feature and trial the handoff before adopting it.

Verify plan

Required tier and usage unquoted

Auth + database

Candidate for the auth + database. Confirm the required feature and trial the handoff before adopting it.

Verify plan

Required tier and usage unquoted

Anthropic API (Claude)

AI inference

Candidate for the ai inference. Confirm the required feature and trial the handoff before adopting it.

Verify plan

Required tier and usage unquoted

Payments + subscriptions

Candidate for the payments + subscriptions. Confirm the required feature and trial the handoff before adopting it.

Verify plan

Required tier and usage unquoted

Transactional email

Candidate for the transactional email. Confirm the required feature and trial the handoff before adopting it.

Verify plan

Required tier and usage unquoted

Product analytics + feature flags

Candidate for the product analytics + feature flags. Confirm the required feature and trial the handoff before adopting it.

Verify plan

Required tier and usage unquoted

The setup order

Do this. Then this. Then this.

Use this sequence as a starting point. Record a trial result for each handoff.

01

Define one bounded AI task

Write the input, useful output, allowed actions and cases requiring human review. Use a small permitted dataset.

02

Build and deploy a small scaffold

Inspect dependencies, secrets and access before deployment. Quote eligible commercial hosting; a starter does not guarantee a complete app or launch time.

03

Connect the model server-side

Keep provider credentials server-side. Add validation, timeouts, error handling and a capped API budget; consumer subscriptions do not price API use.

04

Trial auth and billing

Check account isolation, revoked access and payment webhook retries. Test a failed renewal and cancellation before allowing paid generation.

05

Test the user journey and email

Verify a permitted signup, generation result and recovery email. Review any before/after claims against actual results.

06

Plan measurement and feedback

Collect only necessary events with appropriate consent and retention. Use a permitted small trial and record output failures; no productivity outcome is promised.

07

Enforce limits before access

Use server-side authenticated per-user and global rate/usage controls. Test concurrent requests and retries; an analytics flag alone is not a billing safeguard.

When you scale

The upgrade path.

Change plans when a required feature, eligibility rule or measured limit calls for it.

A required feature, eligibility rule or measured limit calls for change

Obtain the eligible quote, trial the change and record migration, recovery and operating costs before committing.

Want this set up properly?

Work out the next step for your project.

Check whether your existing tools cover the workflow, then send your requirements if you need help choosing or setting it up.

Audit my stack first Discuss your project →

Price observations have a separate scope.

The full workflow cost is unknown. The existing 20-tool receipt covers specific public price rows and billing conditions, not this entire configuration.

Read the 9 October 2026 pricing receipt and its limits

Vercel: USD · Platform subscription and developer-seat price; resource usage and add-ons are separate. Included usage credit is not an unlimited hosting allowance. Regional resource rates, extra projects and add-ons can increase the bill. Official pricing
Supabase: USD · Monthly plan starting prices; compute, projects and usage can change total cost. Official pricing
Resend: USD · Transactional sending and receiving email plans; marketing email prices are separate. Automation runs, dedicated IPs, domains and other add-ons can cost extra. Official pricing