Operations in the AI Era — A Playbook
Run systems that scale with agents in the loop
Operations stopped being about process maps and started being about which step a human still has to do. 27 modules on org design, metrics, task management, and continuous improvement for teams where some teammates are agents and some are humans — and the leader's job is to decide which is which.
How to read this playbook · The AI-Era Lens
Operations when agents run the loops
The foundation in this playbook (process mapping, bottleneck analysis, SOPs, vendor management, continuous improvement) is timeless. The AI era flipped where the bottleneck lives and what an SOP needs to specify. Hold these six shifts in your head as you work through every module — the same disciplines apply, but with agents as first-class executors instead of humans only.
Shift 1
SOPs got two columns
Old SOP: a step-by-step humans follow. New SOP: 'what the agent does' + 'what the human does' + 'exceptions a human escalates.' Read every process-design module assuming you're writing for two kinds of executor, not one.
Shift 2
Bottleneck analysis flipped
The old question was 'which step is slow?' The new question is 'which step requires a specific human?' Agents made the speed problems disappear; the human-required steps became the constraint. Read bottleneck modules as 'find the single-point-of-failure humans hiding in your SOPs.'
Shift 3
The exception list became the management tool
Daily standups about status are dead — the agent has the status. Daily standups about exceptions are the new shape. Read the management-cadence modules as 'design the exception triggers and the review,' not 'where does status get reported.'
Shift 4
Onboarding got faster — and harder
New hires don't ramp on routine work anymore (agents do it). They start on exceptions. Read the onboarding and training modules as 'design the pair-with-senior pattern for exception cases,' not 'sequence the rote tasks they learn first.'
Shift 5
Vendor management = pick the API, not the UI
Your team doesn't use most tools directly anymore — agents do. UI quality moved way down the scorecard; API completeness, webhook coverage, and auth granularity moved way up. Read the vendor-selection modules with an inverted scorecard.
Shift 6
Continuous improvement became continuous experimentation
Kaizen's slow cadence was a feature — change was expensive. Change is cheap now. Read the improvement modules as 'design a weekly experiment loop,' not 'an annual process review.'
How to read the foundation modules
Read every framework in this playbook through these six shifts. Process mapping still works. Bottleneck-attack still works. Vendor scorecards still work. What changed is who executes, where the bottlenecks land, and how fast the improvement loops run. When you do an exercise, write the SOPs in two columns and assume the human is on exceptions.
What's Inside
27 interactive modules — first 3 are free to preview.
Why this workbook?
Actionable exercises
Not theory — hands-on activities you complete for your business.
Scoring frameworks
Rate where you stand today and track improvement over time.
Battle-tested templates
Proven by hundreds of businesses across industries.
Walk away with a plan
By the last page, you have a concrete action plan ready to execute.
Who is this for?
Written by Tiago Santana
Growth operator. $100M+ in revenue generated across companies. Founder of Gardenpatch and The Cooling Co.
I've spent the last decade running operationsfor companies at $1M–$100M ARR. When AI agents joined the team, almost everything I knew got rewritten. This playbook is what I'd hand a new operationsleader on day one in the AI era — not what worked in 2019. Every module is something I'd actually use, today, in my own companies. Money-back if it doesn't help.
More about Tiago →Founding members get a free copy
The honest version: these playbooks launched in May 2026. No reviews here yet — because the first ten people are still reading them.
First 10 reviewers · honest feedback wanted
Free copy of any playbook in exchange for an honest review.
Read it. Use it on a real problem you're working through. Tell us what landed, what didn't, and whether it was worth $27. Your review goes on this page (with your name + role, or anonymous — your call). You also get a free 30-minute strategy call with Tiago to apply it to your specific situation.
Who this is for: operators running a real team (any size, any industry) who would actually use a framework like this and tell the truth about it. Not for resellers, not for AI-generated reviews, not for five-star-as-default. Critical reviews are more useful than glowing ones.
Related Articles
Deep dives and practical advice in operations.
How to Run a Sprint When Half Your Team Is AI Agents: The New Cadence for 2026
The two-week sprint was invented for a roomful of humans whose bottleneck was throughput. The bottleneck moved. Four shifts that change how planning, standups, reviews, and retros should run when agents do most of the typing.
The Two-Column SOP: Why Your Process Docs Need Rewriting in 2026
If your SOP library reads like a list of steps a human follows, your process documentation belongs to a different era. The migration from one-column to two-column SOPs is the most underrated process change happening inside operating businesses right now.
Operations When Agents Run the Loops: The New Ops Playbook for 2026
If your SOP library reads like a 2019 manual, you're running the old ops playbook. Six shifts that matter when agents run the loops: two-column SOPs, bottleneck analysis flipped, exception-driven management, harder onboarding ramps, API-first vendor selection, and continuous experimentation replacing Kaizen.
How to Write Standard Operating Procedures (SOPs): A Step-by-Step Guide
SOPs aren't bureaucratic paperwork -- they're the operating system that lets your business produce consistent results regardless of who does the work. This step-by-step guide covers the format, templates, and testing process for writing SOPs people actually follow.
Level up every department
Each workbook tackles a core business discipline. Combine them for full-stack growth.
Marketing in the AI Era — A Playbook
Every framework you learned for marketing got rewritten when AI agents joined your team. This playbook is the new one. 27 modules of how to design tests, run channels, brief agents, and measure outcomes when your stack does the execution and you set the rules. Built from $100M+ in revenue across companies that ran the old playbook before the new one.
Sales in the AI Era — A Playbook
Sales used to be calls per day. Now it's the quality of the system that runs your reps and their agents. 27 modules on prospecting frameworks, objection-handling scripts, pipeline truth, and forecasting when AI drafts the first email, the first proposal, and the first follow-up — and you're the editor, not the writer.
Customer Service in the AI Era — A Playbook
Tier-1 support is now an agent. Tier-2 is a person whose entire job changed overnight. 27 modules on training your team for the work AI can't do — empathy, escalation, hard conversations — while building the systems that make tier-1 invisible to your customers. Service is now a leadership job, not a script job.
Need guided support?
Our team can walk you through every chapter, customize the exercises for your business, and help you build an action plan.
Let's Talk Growth →