129 pages for scale.

Scale to many tools with tool search Claude Code CLI · title agent-sdk/tool-search Orchestrate subagents at scale with dynamic workflows Claude Code CLI · title workflows choosing-a-model Claude Developer Platform · in the page about-claude/models/choosing-a-model …Claude Opus 5.5 | Multihour autonomous coding agents, large-scale refactoring, complex systems engineering, vision-heavy workflows, computer use | | Speed and capability for everyday codi… Or, for the model with the same capabilities and no access approval requirement: Claude Developer Platform · in the page about-claude/models/migration-guide …the model are 1:1 with actual image pixels on Claude Opus 4.7, so no scale-factor conversion is required. See [High-resolution image support on Claude Opus 4.7](https://platform.claude.com/docs/e… optimizing-for-cost-and-intelligence Claude Developer Platform · in the page about-claude/models/optimizing-for-cost-and-intelligence …model strategies. --- The most capable model can be too expensive at scale, and the least expensive model can fall short on quality. The Claude Platform gives you direct control over that tradeoff. Y… pricing Claude Developer Platform · in the page about-claude/pricing …arted * **Build tier:** Increased limits for growing applications * **Scale tier:** Highest standard limits for production workloads For detailed rate limit information, see [Rate limits](https://pla… customer-support-chat Claude Developer Platform · in the page about-claude/use-case-guides/customer-support-chat …and rate the relevance of each response (using LLM-based grading for scale). Target a relevance score of 90 percent or above. </Accordion> <Accordion title="Response accuracy"> Assess the co… legal-summarization Claude Developer Platform · in the page about-claude/use-case-guides/legal-summarization …iew a high volume of documents efficiently and affordably"> Large-scale document review can be time-consuming and expensive when done manually. Claude can process and summarize vast amounts of leg… overview Claude Developer Platform · in the page about-claude/use-case-guides/overview …es for using Claude to classify and route customer support tickets at scale. </Card> <Card title="Customer support agent" icon="robot" href="https://platform.claude.com/docs/en/about-claude/use-c… ticket-routing Claude Developer Platform · in the page about-claude/use-case-guides/ticket-routing …ge understanding capabilities to classify customer support tickets at scale based on customer intent, urgency, prioritization, customer profile, and more. --- ## Prerequisites * A Claude API key and… enterprise Claude Developer Platform · in the page agents-and-tools/agent-skills/enterprise …and organizational guidance for deploying Agent Skills at enterprise scale. --- This guide is for enterprise admins and architects who need to govern Agent Skills across an organization. It covers h… PDF Processing Claude Developer Platform · in the page agents-and-tools/agent-skills/overview …th access to sensitive data or critical operations. For organization-scale governance, vetting, and deployment guidance, see [Skills for enterprise](https://platform.claude.com/docs/en/agents-and-too… browser-use-sdk Claude Developer Platform · in the page agents-and-tools/tool-use/browser-use-sdk …s/tool-use/browser-use-sdk#implement-a-driver) gives the reason. ### Scale coordinates and size images Every point Claude sends is a pixel position in the screenshots you return: each `coordinate` a… browser-use-tool Claude Developer Platform · in the page agents-and-tools/tool-use/browser-use-tool …xels. **Screenshots must fit the image limits.** The API doesn't downscale toolset images: a screenshot or zoom image over your model's [image size limits](https://platform.claude.com/docs/en/build-w… computer-use-tool Claude Developer Platform · in the page agents-and-tools/tool-use/computer-use-tool …t region of the display at full resolution and return it as an image, scaled to fit within your usual screenshot dimensions with its aspect ratio preserved. This lets Claude read small text or dense U… strict-tool-use Claude Developer Platform · in the page agents-and-tools/tool-use/strict-tool-use …retry tool calls * Production-ready agents that work consistently at scale For example, suppose a booking system needs `passengers: int`. Without strict mode, Claude might provide `passengers: "two"… tool-search-tool Claude Developer Platform · in the page agents-and-tools/tool-use/tool-search-tool …e.com/docs/en/agents-and-tools/tool-use/tool-search-tool description: Scale to hundreds or thousands of tools by letting Claude search your tool catalog and load only the tools it needs. --- The tool… Beta Claude Developer Platform · in the page api/beta …ge exceeds the model's maximum image size. `"downsize"` (the default) scales the image down to fit, which changes the dimensions the model observes without telling you. `"error"` instead rejects the r… Messages Claude Developer Platform · in the page api/beta/messages …ge exceeds the model's maximum image size. `"downsize"` (the default) scales the image down to fit, which changes the dimensions the model observes without telling you. `"error"` instead rejects the r… Batches Claude Developer Platform · in the page api/beta/messages/batches …ge exceeds the model's maximum image size. `"downsize"` (the default) scales the image down to fit, which changes the dimensions the model observes without telling you. `"error"` instead rejects the r… Create a Message Batch Claude Developer Platform · in the page api/beta/messages/batches/create …ge exceeds the model's maximum image size. `"downsize"` (the default) scales the image down to fit, which changes the dimensions the model observes without telling you. `"error"` instead rejects the r… Count tokens in a Message Claude Developer Platform · in the page api/beta/messages/count_tokens …ge exceeds the model's maximum image size. `"downsize"` (the default) scales the image down to fit, which changes the dimensions the model observes without telling you. `"error"` instead rejects the r… Create a Message Claude Developer Platform · in the page api/beta/messages/create …ge exceeds the model's maximum image size. `"downsize"` (the default) scales the image down to fit, which changes the dimensions the model observes without telling you. `"error"` instead rejects the r… Organizations Claude Developer Platform · in the page api/compliance/organizations …default: fixed - `duration: number` - `timescale: "day" or "month"` - `"day"` - `"month"` - `Indefinite object` An indefinite retention… Settings Claude Developer Platform · in the page api/compliance/organizations/settings …default: fixed - `duration: number` - `timescale: "day" or "month"` - `"day"` - `"month"` - `Indefinite object` An indefinite retention… Get effective organization settings Claude Developer Platform · in the page api/compliance/organizations/settings/retrieve …default: fixed - `duration: number` - `timescale: "day" or "month"` - `"day"` - `"month"` - `Indefinite object` An indefinite retention… Messages Claude Developer Platform · in the page api/messages …ge exceeds the model's maximum image size. `"downsize"` (the default) scales the image down to fit, which changes the dimensions the model observes without telling you. `"error"` instead rejects the r… Batches Claude Developer Platform · in the page api/messages/batches …ge exceeds the model's maximum image size. `"downsize"` (the default) scales the image down to fit, which changes the dimensions the model observes without telling you. `"error"` instead rejects the r… Create a Message Batch Claude Developer Platform · in the page api/messages/batches/create …ge exceeds the model's maximum image size. `"downsize"` (the default) scales the image down to fit, which changes the dimensions the model observes without telling you. `"error"` instead rejects the r… Count tokens in a Message Claude Developer Platform · in the page api/messages/count_tokens …ge exceeds the model's maximum image size. `"downsize"` (the default) scales the image down to fit, which changes the dimensions the model observes without telling you. `"error"` instead rejects the r… Create a Message Claude Developer Platform · in the page api/messages/create …ge exceeds the model's maximum image size. `"downsize"` (the default) scales the image down to fit, which changes the dimensions the model observes without telling you. `"error"` instead rejects the r… rate-limits Claude Developer Platform · in the page api/rate-limits …platform-on-aws#spend-limits). </Note> Each of the Start, Build, and Scale tiers carries a monthly spend cap, which is the maximum your organization can spend on the API each calendar month. You can… Message Batches API Claude Developer Platform · in the page build-with-claude/batch-processing …red * You want to optimize for cost efficiency * You're running large-scale evaluations or analyses The Message Batches API is Anthropic's first implementation of this pattern. <Note> To learn how… claude-platform-on-aws Claude Developer Platform · in the page build-with-claude/claude-platform-on-aws …de-platform-on-aws-pricing). ### Spend limits The Start, Build, and Scale usage tiers each carry a monthly spend cap; see the [per-tier spend caps](https://platform.claude.com/docs/en/api/rate-limit… context-windows Claude Developer Platform · in the page build-with-claude/context-windows …text editing. </Card> <Card title="Model comparison table" icon="scales" href="https://platform.claude.com/docs/en/models/overview#latest-models-comparison"> See the model comparison table fo… This will automatically use the environment variable VOYAGE_API_KEY. Claude Developer Platform · in the page build-with-claude/embeddings …end latency. This is a particularly important consideration for large-scale production deployments. * Customization: options for continued training on private data, or specialization of models for ver… fast-mode Claude Developer Platform · in the page build-with-claude/fast-mode …Opus 5.5 has a default fast mode rate limit in the Start, Build, and Scale [usage tiers](https://platform.claude.com/docs/en/api/rate-limits), so you don't need to request access to use fast mode wit… mid-conversation-effort-example Claude Developer Platform · in the page build-with-claude/mid-conversation-effort-example …t, or question rather " "than per line or per file section. Scale the count to what the user asked for: a " "focused review of a module of a few hundred lines rarely needs more tha… multilingual-support Claude Developer Platform · in the page build-with-claude/multilingual-support …<Card title="Define success criteria and build evaluations" icon="scales" href="https://platform.claude.com/docs/en/test-and-evaluate/develop-tests"> Evaluate translation and localization qual… overview Claude Developer Platform · in the page build-with-claude/overview …ent. * **Tool infrastructure:** Handle discovery and orchestration at scale. * **Context management:** Keep long-running sessions efficient. * **Files and assets:** Manage the documents and data you p… pdf-support Claude Developer Platform · in the page build-with-claude/pdf-support …chunks when needed * Enable prompt caching for repeated analysis ### Scale your implementation For high-volume processing, consider these approaches: #### Use prompt caching Cache PDFs with [promp… preserved-thinking Claude Developer Platform · in the page build-with-claude/preserved-thinking …place | Shorten a tool result or downscale an image before the first time you send it, not after. To clear old results later, [trim context on the server](https://plat… Delivering work Claude Developer Platform · in the page build-with-claude/prompt-engineering/prompting-claude-fable-5-1 …d enlarged, lets the model examine specific details in more depth and scales test-time compute with image tokens. The [crop tool recipe](https://platform.claude.com/cookbook/multimodal-crop-tool) has… refusals-and-fallback Claude Developer Platform · in the page build-with-claude/refusals-and-fallback …output:** To disrupt attempts to circumvent Anthropic's safeguards at scale, a refusal that arrives before any output is billed when its `stop_details.category` is `"bio"`, `"frontier_llm"`, or `"reas… structured-outputs Claude Developer Platform · in the page build-with-claude/structured-outputs …/build-with-claude/batch-processing):** Process structured outputs at scale with a 50 percent discount * **[Token counting](https://platform.claude.com/docs/en/build-with-claude/token-counting):** Cou… task-budgets Claude Developer Platform · in the page build-with-claude/task-budgets …sk budgets include thinking tokens in the count, so adaptive thinking scales down as the budget depletes. * **[Prompt caching](https://platform.claude.com/docs/en/build-with-claude/prompt-caching):**… thinking Claude Developer Platform · in the page build-with-claude/thinking …or latency on a thinking-enabled workload:** lower `effort` first. It scales the whole response down, thinking included. * **Claude is thinking too rarely or too shallowly:** raise `effort`, or see [S… token-counting Claude Developer Platform · in the page build-with-claude/token-counting …00 | | Build | 10,000 | | Scale | 20,000 | <Note> Token counting and message creation have separate and independent rate limits.… vision Claude Developer Platform · in the page build-with-claude/vision …mit and a visual-token limit. Images larger than either limit are downscaled before processing; see [How Claude resizes and pads images](https://platform.claude.com/docs/en/build-with-claude/vision-co… vision-coordinates Claude Developer Platform · in the page build-with-claude/vision-coordinates …-claude/vision-coordinates#resize-your-image-before-uploading)), or rescale the coordinates Claude returns (see [Rescale coordinates when you cannot pre-resize](https://platform.claude.com/docs/en/bui…