AI Article API
A useful AI article workflow starts with a specific reader and an answer worth giving.
Explore this guide ↗⚖️ AI & writing · Topic field guide
AI LLM Model Article API
The right model for an article workflow is the one that performs adequately on your actual editorial tasks under your operational constraints. A broad benchmark or an impressive demonstration does not replace testing with the briefs, languages, and source material you intend to publish.
Start with the right boundary
Build an evaluation set before comparing providers. Include an easy brief, ambiguous evidence, a long source, a style-sensitive assignment, and a case where the responsible response is to leave a question unanswered.
A practical workflow
01. Write the acceptance criteria
Measure source fidelity, completeness, clarity, formatting, and reviewer effort separately. Define what makes a draft unacceptable.
02. Compare on equal inputs
Use the same brief and source packet for candidate models. Keep generation settings and test conditions recorded so differences can be investigated.
03. Review the operating tradeoffs
Consider observed latency, current pricing, privacy requirements, and failure handling in your own environment. Recheck these when the implementation changes.
Before the next handoff
- Representative briefs rather than showcase prompts.
- Human editing effort included in evaluation.
- No ranking claim without measured evidence.
KEEP THIS IN MIND
Do not call a model “best” without defining the task and evidence. This guide does not present invented benchmark results or current provider prices.
Should a model change trigger a content review?
It should trigger evaluation of the workflow. Previously approved articles can remain stored revisions; new drafts should meet the same acceptance criteria.
Take the next step
Continue with from ai prompt to structured article draft: a practical workflow for a complete explanation, practical decisions, and a source-backed reference. To compare the neighboring parts of the process, explore the full article workflow library.