Illustrative workflow

Build an AI Product workflow

Map the work before choosing tools. Use the roles below to investigate a small configuration, then validate it against your requirements.

These are editorial research candidates. A listing does not establish a tested integration, current price or universal winner. Use each profile’s dated evidence and run a small trial against your requirements.

Scope a small trial

  1. Define a bounded task and a written rubric for a useful, accurate response.
  2. Run representative prompts including unsupported requests and service failures.
  3. Check model billing, data retention and a safe fallback before exposing the feature to customers.

Investigate the component roles

AI API

OpenAI API

Candidate role: ai api. Check the selected plan, integrations, data access and maintenance requirements. Keep the role optional until your trial establishes a need.

Official information: OpenAI API →
Frontend Framework

Next.js

Candidate role: frontend framework. Check the selected plan, integrations, data access and maintenance requirements. Keep the role optional until your trial establishes a need.

Research Next.js →
Backend & Database

Supabase

Candidate role: backend & database. Check the selected plan, integrations, data access and maintenance requirements. Keep the role optional until your trial establishes a need.

Research Supabase →

Before you publish or accept customers

  1. Rehearse the full journey from another user’s device or account and fix access or output errors.
  2. Check consent, asset rights and the responsibilities attached to payments or customer data where they apply.
  3. Document exports, access ownership and a recovery path for the components you keep.

Check the budget and evidence

The 9 October pricing receipt records source observations for 20 tools with their currency and billing scope. It does not verify every tool here. For any other candidate, check the vendor’s current plan and include usage, seats, integrations and ongoing maintenance in your quote.