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+# Models, routing, caching, BYOK, and timeouts
+
+Read current docs and fetch live model metadata before adding routing policy. These controls change request consequences and can affect cost, data handling, and availability.
+
+## Model discovery
+
+```bash
+curl -fsSL https://ai-gateway.vercel.sh/v1/models
+```
+
+The public list carries enough to shortlist a model without opening the dashboard. Each entry includes:
+
+- `type` and `modalities`: language, embedding, image, video, speech, transcription, realtime, or reranking, with input and output arrays
+- `tags`: capability flags such as `reasoning`, `tool-use`, `vision`, `web-search`, `implicit-caching`, and `fast`
+- `pricing`: per-token input and output prices
+- `context_window`, `max_tokens`, `supported_parameters`, and `supported_specifications`
+- `zdr` and `no_training`: `all`, `some`, or `none` across the model's provider endpoints
+
+Use the full response. Filter it after fetching rather than truncating before inspection:
+
+```bash
+curl -fsSL https://ai-gateway.vercel.sh/v1/models |
+  jq '.data[] | select(.zdr == "all" and ((.tags // []) | index("tool-use"))) | .id'
+```
+
+For per-provider detail on one model:
+
+```text
+GET https://ai-gateway.vercel.sh/v1/models/{creator}/{model}/endpoints
+```
+
+Each endpoint adds `has_zdr` and `has_no_training` booleans, full pricing (cache reads and writes, per-region prices, any `discount`), `inference_regions`, live uptime plus `latency_last_1h` and `throughput_last_1h` measurements, and per-endpoint `tags`. A model with `zdr: "some"` needs this response to find which providers qualify.
+
+When the user is working from a terminal, the CLI exposes the same catalog:
+
+```bash
+vercel ai-gateway models list
+vercel ai-gateway models endpoints <provider/model>
+```
+
+The AI SDK provider also exposes current catalog helpers. Read the installed SDK docs for exact method names and types. Every endpoint above, plus credit balance and generation lookup, is in the REST API reference: <https://vercel.com/docs/ai-gateway/sdks-and-apis/rest-api>
+
+Choose based on:
+
+- requested modality and API specification
+- required capabilities, such as tools, reasoning, image input, or implicit caching
+- context and output limits
+- team plan and model access
+- price and service tier
+- Zero Data Retention (ZDR), no-training, HIPAA, and region requirements
+- provider availability and measured performance
+
+Never choose a permanent default only because its semantic version looks newest.
+
+## Provider filtering, ordering, and sorting
+
+```ts
+providerOptions: {
+  gateway: {
+    order: ['bedrock', 'anthropic'],
+    only: ['bedrock', 'anthropic'],
+    sort: 'cost',
+  },
+},
+```
+
+- `order` tries providers in the listed order.
+- `only` creates a hard provider allowlist.
+- `sort` ranks eligible providers by `cost`, time to first token (`ttft`), or throughput (`tps`).
+
+Use only supported provider identifiers from current model endpoint data. Provider availability varies by model.
+
+Docs: <https://vercel.com/docs/ai-gateway/models-and-providers/provider-filtering-and-ordering>
+
+## Model fallbacks
+
+```ts
+providerOptions: {
+  gateway: {
+    models: [
+      'anthropic/claude-opus-5',
+      'google/gemini-3.1-pro-preview',
+    ],
+  },
+},
+```
+
+The primary `model` is attempted first. If all eligible providers for it fail, AI Gateway tries each entry in `models` in order. Provider policy such as `order` or `only` applies to each model.
+
+Do not imply that fallback is limited to one provider error class. Inspect current provider metadata and Logs to verify which model and provider succeeded.
+
+Docs: <https://vercel.com/docs/ai-gateway/models-and-providers/model-fallbacks>
+
+## Service tiers and fast mode
+
+Service tiers control processing priority and cost for providers that support them (currently OpenAI, Google AI Studio, Google Vertex AI, and SpaceXAI), and fast mode requests the faster serving path for a supported model through the `speed` option or the fast model slug, with fallback to the base model. Both change price and latency, so read the current pages before setting either:
+
+- <https://vercel.com/docs/ai-gateway/models-and-providers/service-tiers>
+- <https://vercel.com/docs/ai-gateway/models-and-providers/fast-mode>
+
+## Model filtering by capability
+
+The `has` option restricts routing to models with specific capabilities, using the same tags the model list reports, such as `vision` or `implicit-caching`.
+
+Docs: <https://vercel.com/docs/ai-gateway/models-and-providers/model-filtering>
+
+## Reasoning across providers and API formats
+
+Reasoning configuration is not portable between providers by memory. A model's `reasoning_options` field in `/v1/models` declares what it accepts: a `toggle`, an `effort` list whose values vary per model (for example `low` through `high`, or `none` through `xhigh` and beyond), or `budget_tokens` with a minimum and maximum. Read it before setting a level.
+
+Whichever API format a request uses, AI Gateway maps its reasoning parameter to the serving provider's native configuration:
+
+- AI SDK 7 and later: the top-level `reasoning` level works across providers. The SDK coerces unsupported levels for the target model and warns.
+- Chat Completions and Responses: the `reasoning` object (`effort`, plus `max_tokens` for a token budget in Chat Completions).
+- Anthropic Messages: the `thinking` parameter.
+
+Each format's parameter works with any reasoning model, not only models from the provider that defined the format. Effort-based providers receive the level directly (coerced when the model supports fewer levels); budget-based providers receive a share of the model's maximum output tokens. Claude 4.6 accepts deprecated token budgets, Claude 4.7 and later do not accept budgets at all, and the per-provider mapping table in the reasoning docs is the source of truth.
+
+Precedence footgun: a reasoning-related entry in `providerOptions` (such as `reasoningEffort`, `thinking`, or `thinkingConfig`) takes full precedence over the top-level `reasoning` value. The two are never merged, so remove overlapping settings when migrating.
+
+Usage and streaming differ by provider: OpenAI reports `reasoning_tokens` separately, while Anthropic counts thinking tokens as output tokens with no separate breakdown. Whether reasoning text is returned at all depends on the model and provider configuration, and `useChat` streams it to the client unless `sendReasoning` is disabled.
+
+Docs: <https://vercel.com/docs/ai-gateway/models-and-providers/reasoning> and the per-format reasoning references linked from it.
+
+## Tools across API formats
+
+A model's tool support is discoverable: the `tool-use` tag marks tool-capable models, and `supported_parameters` lists `tools` and `tool_choice` when the model accepts them. Check both before promising tool calling on a model.
+
+Each API format's tool schema works with any tool-capable model, not only models from the provider that defined the format. The gateway translates tool definitions and tool calls to the serving provider; the Chat Completions reference, for example, runs an OpenAI-style `tools` array against an Anthropic model. Per-format entry points:
+
+- AI SDK: `tools` and `toolChoice`; load the `ai-sdk` skill for agent loops and multi-step control
+- Chat Completions: `tools` with function schemas, `tool_choice` (`auto`, `none`, or a forced function)
+- Responses and OpenResponses: `tools`
+- Anthropic Messages: `tools`
+
+Web search is also available as a built-in tool for supported models instead of an application-defined function: <https://vercel.com/docs/ai-gateway/models-and-providers/web-search>
+
+Read the per-format tool-calling page before writing schemas; argument serialization and streaming deltas differ by format.
+
+## Structured outputs across API formats
+
+Each language API format accepts a JSON schema for the response, applied to whichever provider serves the request:
+
+- Chat Completions: `response_format` with `type: 'json_schema'` and a named `json_schema.schema`. A legacy `type: 'json'` form exists for backward compatibility; use `json_schema` for new code.
+- Responses, OpenResponses, and Anthropic Messages: each has its own structured-outputs page with the format's parameter shape.
+- AI SDK: use its structured-data generation APIs; load the `ai-sdk` skill for exact exports.
+
+With streaming, structured output arrives as ordinary content deltas; accumulate the full stream and parse once it finishes. Model support varies, so verify a schema-heavy flow with a live request before building on it.
+
+Docs: <https://vercel.com/docs/ai-gateway/sdks-and-apis/openai-chat-completions/structured-outputs>
+
+## File attachments
+
+Models with image or file input accept attachments as a content-part array in place of a plain string message, mixed with text parts in one message:
+
+- Images: an `image_url` part carrying a data URI, with an optional `detail` field.
+- PDFs: a `file` part carrying the document as a data URI.
+
+Discovery: the model's `modalities.input` array and the `vision` and `file-input` tags in `/v1/models`. Each API format has its own attachments page, and part types differ by format, so read the one matching the request shape before writing payloads.
+
+Docs: <https://vercel.com/docs/ai-gateway/sdks-and-apis/openai-chat-completions/images>
+
+## Automatic prompt caching
+
+```ts
+providerOptions: {
+  gateway: {
+    caching: 'auto',
+  },
+},
+```
+
+`caching: 'auto'` adds provider prompt-cache markers for explicit-caching providers such as Anthropic and MiniMax. Providers such as OpenAI, Google, and DeepSeek can cache implicitly without request modification.
+
+This is prompt caching. It does not cache a complete AI response, accept HTTP `Cache-Control` semantics, or guarantee a cache hit. Cache reads and writes appear in token usage.
+
+Automatic caching has a write premium for explicit-caching providers and benefits multi-turn or repeated-prefix traffic. It can cost more for a true one-shot request.
+
+Responses API requests can also use current cache anchor and lifetime fields. Read the documentation before adding them.
+
+Docs: <https://vercel.com/docs/ai-gateway/models-and-providers/automatic-caching>
+
+## Request-scoped BYOK
+
+```ts
+providerOptions: {
+  gateway: {
+    byok: {
+      anthropic: [{ apiKey: process.env.ANTHROPIC_API_KEY }],
+    },
+  },
+},
+```
+
+BYOK credentials authenticate AI Gateway to a provider. The request still needs an AI Gateway API key or OIDC token. Never log or return the provider credential.
+
+A request may fall back from BYOK credentials to AI Gateway system credentials, depending on routing and credential availability. System-credential attempts use AI Gateway Credits. Read the BYOK page before promising credential precedence.
+
+Dashboard-configured BYOK is team-scoped. Request-scoped BYOK places credentials in one request and should be used only when the application already handles the secret securely.
+
+Docs: <https://vercel.com/docs/ai-gateway/authentication-and-byok/byok>
+
+## Provider timeouts
+
+Provider timeouts currently apply to BYOK provider attempts and measure time until the provider starts responding. Values are milliseconds from 1,000 through 789,000.
+
+```ts
+providerOptions: {
+  gateway: {
+    providerTimeouts: {
+      byok: {
+        anthropic: 10000,
+        bedrock: 15000,
+      },
+    },
+  },
+},
+```
+
+Once the first token arrives, including a reasoning token, the timeout is cleared. Some providers may continue billing a timed-out request if stream cancellation is unsupported.
+
+Docs: <https://vercel.com/docs/ai-gateway/models-and-providers/provider-timeouts>
+
+## Reporting dimensions
+
+```ts
+providerOptions: {
+  gateway: {
+    user: 'user-123',
+    tags: ['feature:chat', 'env:production'],
+  },
+},
+```
+
+`user` and `tags` add Custom Reporting dimensions. They do not enforce application rate limits or budgets by themselves. Reporting writes and queries are billed separately, and the reporting endpoint is currently Pro/Enterprise.
+
+App attribution is separate: it identifies the calling application to Vercel so the app can be featured on public AI Gateway pages. Read <https://vercel.com/docs/ai-gateway/ecosystem/app-attribution> before adding attribution headers.
+
+Limits from current docs:
+
+- up to 10 tags after deduplication
+- each tag 1 to 64 characters
+- user up to 256 characters
+
+Docs: <https://vercel.com/docs/ai-gateway/observability-and-spend/custom-reporting>
+
+## Compliance and routing policy
+
+AI Gateway supports request-level and team-level controls for provider restrictions, no-training routing, ZDR, HIPAA, regional inference, and model allowlists. These controls differ in availability, plan requirements, and price.
+
+To find models that satisfy a retention policy, use the `zdr` and `no_training` fields in `/v1/models` (`all`, `some`, or `none`) and the per-endpoint `has_zdr` and `has_no_training` booleans in the model's endpoints response. Do not rely on a memorized list of compliant models.
+
+`safetyIdentifier` in `providerOptions.gateway` sends an opaque per-end-user ID (at most 64 characters, hashed rather than personal information) so provider-side abuse action isolates one user instead of the team's whole traffic. AI Gateway forwards it as OpenAI's `safety_identifier` or Anthropic's `metadata.user_id`, and it follows provider and model fallbacks. Docs: <https://vercel.com/docs/ai-gateway/security-and-compliance/safety-identifiers>
+
+A Virtual Model saves a base model, routing, fallbacks, provider options, caching, service tier, compliance constraints, and observability tags under a team-scoped `vmc/<slug>`. Use it when configuration should be reusable or centrally editable, especially for coding agents and other clients that cannot send `providerOptions`. Virtual Models can be managed in the dashboard or with `vercel ai-gateway virtual-models`. Read [virtual-models.md](virtual-models.md) for precedence and coding-agent guidance.
+
+Do not invent option names. Read the exact page for the requested policy:
+
+- <https://vercel.com/docs/ai-gateway/security-and-compliance>
+- <https://vercel.com/docs/ai-gateway/models-and-providers/routing-rules>
+
+## Verification
+
+After changing routing:
+
+1. Run a permitted live request.
+2. Read `providerMetadata.gateway` where the selected SDK exposes it.
+3. Inspect the request in AI Gateway Logs.
+4. Confirm each attempted provider/model, credential type, timeout, status, and final model.
+5. Confirm cost, data-retention, and regional consequences match the user's intent.

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