Guides
CoreValue Guides
Guides for building, optimizing, and analyzing LLM applications with CoreValue.

CoreValue guides are organized by user profile and use case. Find the right guide for your needs below.
Zero-Friction
Get started in seconds — no SDK install required.
- BaseURL Swap — Point your existing OpenAI SDK at CoreValue Gateway.
Getting Started
Essential guides for all profiles.
- Debugging LLM Applications — Debug with CoreValue.
- Predefined Request IDs — Manage request IDs.
SDK Guides
For developers using @cova/gateway (TypeScript) or cova-gateway (Python).
- TypeScript Quickstart —
buildHeaders,wrap,fetchNative. - Python Quickstart — Same contract, Python idioms.
- streamChat — Streaming with FinOps metadata via final SSE event.
- fetchNative — Call native-format endpoints with FinOps metadata.
- Per-Call FinOps Metadata — Parse
CovaGatewayMetain your app. - SDK Coexistence — Four patterns for using CoreValue Gateway.
Gateway Features
For Growth and Enterprise tiers — configure gateway behavior.
- Cova-* Headers Guide — Complete request + response header directory.
- Budget Gates — Block, alert, or downgrade on spend.
- Fallback Chains — A→B→C model fallbacks.
- Disallow List — Block models or providers per org.
- Escrow — Reserve-before-execute for concurrent requests.
- Rate Limiting — Sliding window + token bucket.
- Response Caching — Cache responses to reduce cost and latency.
- Response Mapping — Anthropic/Google → OpenAI format.
- Cross-Provider Translation — OpenAI → Anthropic/Google/Bedrock.
- Prompt Expansion —
Cova-Prompt-Idtemplate resolution. - GET /v1/models — List available models.
- Body Retention — full / metadata_only / none.
- PII Scanning — Detect and mask sensitive data.
FinOps
For FinOps Managers.
- Cost Tracking — Cost analytics and unit economics.
Integrations
For all profiles — framework and provider integration guides.
- AI Agents — Build and monitor AI agents.
- Vercel AI Gateway — Multi-model assistant.
- Vercel AI Gateway Demo — Debate simulator.
- OpenAI Structured Outputs — Chatbot with structured outputs.
- Environment Tracking — Track dev/staging/prod.
- ETL — Data extraction pipelines.
- GitHub Actions — CI/CD integration.
- OpenAI Batch API — Batch API logging.
Prompt Engineering
Generic prompt engineering techniques — applicable to any LLM.
- Prompt Engineering Overview — Technique index.
- Prompting Thinking Models — How to prompt reasoning models.
Deprecated guides: Guides for gated features (sessions, users, properties) are in the Deprecated section. These features may be disabled in your deployment.