Subscriptions are for people, APIs are for machines
ChatGPT subscriptions fit research, drafting, analysis, coding assistance, and brainstorming. APIs fit automated forms, CRMs, tickets, reports, and classification workflows.
- ChatGPT for human workbench
- API for repeated workflows
- Business plan for team/admin needs
- No frontend secrets
Fallback models are not a license to be careless
DeepSeek or cheaper models can work for drafts, classification, text cleanup, and low-risk summaries. Sensitive data, financial decisions, and customer-facing answers need stronger guardrails and often stronger models.
- Cheap tasks: draft/summarize/classify
- Careful tasks: legal/finance/customer-facing
- Track tokens
- Human review during pilot
How to control the AI bill
Set quotas, log tokens, cache repeated prompts, trim context, and only call AI when rules or lookup tables are not enough.
- Workflow quotas
- Token logs
- Prompt cache
- Rules first, AI second