AI support & agent assist
Low-latency chat, ticket summaries, multilingual reply drafts—usage swings with concurrency; subscription + overage tokens is a natural mix.
Enterprise knowledge (RAG)
Retrieve, rerank, generate—predictable burn if you meter retrieval vs generation separately and design API credit tiers by QPS and corpus size.
Code assistants & DevOps
IDE plugins, CI review bots—audit logs and org-scoped API keys keep personal keys out of production.
Batch documents & compliance triage
Structure, summarize, and classify contracts or reports—queue-friendly workloads with batch pricing off the real-time curve.
Internal agent budgets
Future AI agents that buy small services on behalf of employees: allow-listed vendors, per-call caps, revocable grants.
Global rollout
Region-specific models and residency options—pairs with Global & Trust.
SEO and conversion
Dedicated scenario pages can rank for long-tail queries like enterprise LLM pricing and RAG API costs. Post-launch, split into deeper URLs with case studies and FAQPage structured data where appropriate.