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Mapping friction: a 4-step audit for your stack

Priya Nair

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9 min read

Before you hand anything to an agent, find out where the friction really is. This four-step audit takes an afternoon and points to the workflows worth automating first.

1. List the hand-offs

Walk one request from arrival to done and write down every time it changes hands or tools. Hand-offs are where work waits.

2. Time the waiting

For each hand-off, note how long work sits before someone picks it up. The longest waits are your first candidates.

3. Score the variation

  • Low variation, clear rules: classic automation is enough

  • High variation, clear goal: a strong fit for an agent

  • High variation, unclear goal: keep a person in charge for now

4. Pick one workflow

Choose the workflow with long waits and a clear goal. Ship an agent for it, keep an approval step, and measure response time for 30 days.

Key takeaways
  • Hand-offs and waiting time reveal the real friction.

  • Agents fit work that varies but has a clear goal.

  • Start with one workflow and measure it.

Priya Nair

Head of AI Research at Ignivo. Priya leads the team designing how agents plan, verify and hand off work.

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Prompt AI

deploy Autonomy.

Join the teams scaling their operations with intelligent agent squads.
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CTA

Prompt AI

deploy Autonomy.

Join the teams scaling their operations with intelligent agent squads.
Build your first workflow in minutes.

CTA

Prompt AI

deploy Autonomy.

Join the teams scaling their operations with intelligent agent squads.
Build your first workflow in minutes.

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