SpeedstrapA book from Third SphereAbout the book ↗

Should agents be your first hires?

Start by asking which bounded workflows an AI system can perform under a founder’s supervision before adding headcount. Delegate where you can define and verify a correct result; keep a person accountable for customer promises, judgment, and irreversible decisions.

Measure a workflow, not a slogan

Chapter 4 cites a business-writing study summarized by Nielsen Norman Group: average task time was 17 minutes with ChatGPT versus 27 minutes without, equivalent to about 59% more documents per unit of time for those tasks. That is evidence about a particular study, not a 59% productivity guarantee for your company or proof that one agent replaces an employee. Study summary and limitations.

Begin with a workflow whose inputs and outputs you understand. Give the agent the needed context, acceptance checks, a budget, and an escalation path. Count review and rework, including the work generated by plausible but incorrect output.

Worked example: account research

Illustrative assumptions. Researching 40 customer accounts manually takes 30 minutes each, or 20 hours. An agent produces drafts that take eight minutes each to verify, plus two hours to set up and sample-check the workflow: 7 hours 20 minutes in total. The potential saving is 12 hours 40 minutes.

That saving only exists if the verified research is useful. Compare a sample against trusted evidence, track consequential errors, and keep external outreach behind human review until the process is reliable. Do not assume that a successful research workflow proves the same agent can negotiate a customer contract.

A practical hiring test

Run the workflow long enough to observe quality, total cost, and failure modes. Hire for the remaining bottleneck and ownership of outcomes. An inexpensive draft that consumes scarce founder attention may cost more than it appears to save.


This page is an original summary of an argument developed in Speedstrap, not an extract from the book.

From Chapter 4 of Speedstrap. Find the book on Amazon.

What is speedstrapping? · Meet the authors · Use the AI companion