Claude for chatbots

Building a chatbot on Claude? Three cost patterns to watch.

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Why this workload is expensive

System prompt in every message. Conversation history re-ships. Per-user session cost doesn't scale linearly. Audit cuts 70%+ on most bots.

What to audit first

Three patterns dominate the waste on this workload: (1) context that gets re-sent on every request; (2) retry loops on parse failures or validation errors; (3) agent/reviewer chains where intermediate steps re-read content they already processed. AIUsage's audit identifies which of the three is eating your bill.

The fastest way to find out: paste your last 30 days of Anthropic usage at aiusage.ai. No signup required. If your expected delta is under 40%, we say so and you walk.

Verified case

Across six audited Claude workloads, the measured savings were 76–84% on the same prompts, blind A/B tested.

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