This pattern works for summarization, classification and similar non-critical features. Human review remains necessary for consequential outputs.

IMPLEMENTATION PLAN

Step-by-step workflow

01

Define the narrow task

Start with one measurable feature. Specify acceptable inputs and output structure.

02

Choose a model API

Compare provider data-handling terms, context needs, output formats and billing before selecting a provider.

03

Implement a server-side adapter

Call the provider from PHP on the server. Store the API key outside publicly served files.

04

Validate output

Check JSON structure, length, types and unexpected model responses; do not trust generated HTML or SQL.

05

Measure operating costs

Track token usage, failures, response time and user-triggered call volume.

Editorial note

Examples are starting points, not production security audits. Confirm dependencies, versions and pricing using linked vendor documentation.