Claude Cowork ROI: The Cost Model of a 4,000-Account Book
The real cost model behind running a 4,000-account book with Claude Cowork: where hours and dollars are saved, and where the savings quietly evaporate.
8 min read
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From the blog
Latest articles
The Real ROI of Claude Code: Where the Savings Come From
A grounded cost model for Claude Code: where engineering time and token spend convert to ROI, and how to measure it without fooling yourself.
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Migrating a Sales Workflow to Claude Cowork Safely
A phased plan to move an existing sales-book workflow onto Claude Cowork: shadow mode, pilots, gradual cutover, and safe rollback at every step.
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Migrating a Workflow to Claude Code Agents Safely
A phased playbook for moving an existing workflow onto Claude Code agents — shadow mode, human-in-the-loop, scoped autonomy, and fast rollback at every stage.
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Evals for Claude Cowork: Gating a Sales-Book Release
Build an eval loop for Claude Cowork: golden sets, scored runs on correctness and cost, and release gates so a 4,000-account workflow never regresses.
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Testing and Evals for Claude Code Agents That Ship
Build an eval loop for Claude Code agents — real test sets, exact and LLM-judge scoring, trajectory metrics, and a CI gate that blocks regressions before release.
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Securing Claude Code Agents: Sandboxing & Least Privilege
Harden Claude Code agents with sandboxing, least-privilege tools, secret handling, and prompt-injection defense in depth — contain the blast radius safely.
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Securing Claude Cowork: Sandboxing & Least Privilege
Harden Claude Cowork on a real sales book: sandboxing, least-privilege connectors, secrets handling, and prompt-injection defense for agentic automation.
7 min read
Cut Claude Code Token Costs: Caching and Batching
Cut Claude Code agent costs with prompt caching, batching, context hygiene, and model routing — keep multi-turn runs cheap and fast without losing quality.
7 min read
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