The Anthropic API provides access to Claude Opus, Sonnet, and Haiku for developers. It stands out with a 200K context window, function calling, vision, and safety features. Suitable for applications requiring high accuracy and safety.
Register and Obtain API Key
Create an account on the Anthropic Console and obtain an API key to start integration.
Register at console.anthropic.com, go to API Keys, create a new key and save it to the environment variable `ANTHROPIC_API_KEY`.
Load a small amount into Billing beforehand to avoid disruptions during the first test request.
Make a Simple Test Request
Install the official SDK and send a simple chat request to confirm the connection works.
Run `pip install anthropic`, call `client.messages.create(model="claude-sonnet-4-5", max_tokens=1024, messages=[{"role":"user","content":"..."}])`.
Always set `max_tokens` according to actual needs to avoid unnecessary costs.
Write System Prompt to Define Agent Role
Set up a system prompt clearly describing the role, limitations, and tone of the customer support agent.
Pass the `system` parameter describing: 'You are the technical support assistant for company X, only answering based on the documents provided, always polite and concise.'
Clearly state in the system prompt that the agent must refuse to answer if information is not found, avoiding fabrication of responses.
Connect Document Search Tool via Tool Use
Define an internal document search tool so that Claude can proactively call when additional information is needed.
Pass the `tools` parameter describing the function schema `search_docs(query)`, handle response when `tool_use` is returned by running the actual function and sending back the results.
Limit the number of results returned by the tool (e.g., top 3 document excerpts) to avoid cluttering the context.
Enable Prompt Caching and Monitor Costs
Activate caching for the system prompt and fixed documents to reduce costs for repeated requests.
Mark `cache_control: {"type": "ephemeral"}` for blocks of content that change infrequently in the request, monitor usage on the Console.
Prompt caching is most effective when the cached content is identical across multiple consecutive requests.
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Pros
Cons
A financial consulting firm needs to analyze hundreds of pages of financial reports for corporate clients.
Problem
Consultants have to manually read each lengthy report, taking an average of 3-4 hours to extract important information for one client.
Solution
Use the Claude API with a large context window to input the entire report at once, automatically summarizing and answering specific questions about the data.
A B2B SaaS company receives many complex technical support tickets that require documentation and system log lookups.
Problem
The support team spends an average of 25 minutes per ticket looking up relevant technical documentation and logs before responding to customers.
Solution
Build an agent using the Claude API that can call a tool to look up documentation and logs, automatically drafting responses for support staff to review.