How to Define Automation Requirements: 3 Rules That Prevent Expensive Mistakes

Alyssa Schaefer (aka The Business Cowgirl)

Saturday, September 13, 2025

Bad Instructions In, Bad Automation Out. Here's How to Define Requirements That Don't Come Back to Haunt You.​

Last Updated January 25, 2026

Read Time: 7 Minutes

The Short Version

Defining automation requirements is an art form. Give a computer crappy instructions and it will do crappy things.

Three rules protect you: the 95/5 Rule (build for 95% of common scenarios, explicitly define the 5% exceptions), thinking forwards and backwards (what happens when you need to undo something?), and building with the end in mind (design for where your business will be in 3-10 years, not just tomorrow).

​Automation cares about logic, not emotion, so don't let current overwhelm cloud your design decisions.

Key Takeaways

  • The 95/5 Rule: Build automations for 95% of common scenarios; if exceptions exceed 5%, automation may not be the answer
  • Always think forwards AND backwards to plan for what happens when you need to revert or backtrack
  • Build with the end in mind: design for where your business will be in 3-10 years
  • Hard-coded logic puts you at risk of spending as much to undo an automation as you did to build it
  • Automation cares only about logic, not emotion, don't let current overwhelm influence design decisions
  • If you're new to this, consult with a specialist to catch the edge cases you'll miss

 If you’re tired of “set it and pray” automations that might be breaking things behind the scenes, start with my free 3‑part mini‑course on building bulletproof automations inside the Winning Business Vault. It walks you through how to design, scope, and test automations properly so they save time instead of creating fires.

Why Requirements Are Where Automations Live or Die

In Part 1 of this series, we covered the three components of every automation: trigger, criteria, and outcome. That's the what. This article is about the how, specifically, how to define requirements that don't come back to bite you.

Here's the uncomfortable truth: if you give a computer crappy instructions, the computer is going to do crappy stuff. A bad automation doesn't just fail to help you, it can actively work against you. The computer doesn't question your intent. It simply executes what you told it to execute.

​To avoid those nightmares, I use three rules for defining requirements.

 Automation cares only about logic, not emotion. Don't let current overwhelmed feelings or circumstances cloud your design decisions.

The Foundation for Good Requirements

Before diving into the rules, remember: requirements define when, why, and where things happen based on what your data looks like. This also means you need clean data. If your data is messy, your automation will be messy...garbage in, garbage out.

Requirements aren't just about what should happen. They're about what should happen under specific conditions, what should not happen, and what to do when something needs to be undone.


Rule #1: The 95/5 Rule

Build your automation for the 95% of common scenarios.

If you find that exceptions occur in multiple 5% segments, meaning you'd need to build five or six different variations to handle all the edge cases, automation might not be the answer for that particular workflow.

Here's how to apply it:

  • Define what constitutes the 95% (the standard, common path)
  • Explicitly identify the 5% exceptions
  • Ask: Can I build one automation that handles the 95%? Or am I really looking at 85% + 5% + 5% + 5%?

If it's the latter, you're not automating one process then you're building multiple automations pretending to be one. That complexity multiplies your risk of Scenario D problems.

Challenge yourself to define the 95% rule clearly. If you're new to this, consult with an automation specialist or workflow expert. They've seen the edge cases you'll miss because you're too close to your own process.


Rule #2: Think Forwards and Backwards

Most people design automations by thinking forward: "When X happens, do Y." That's necessary but not sufficient.

You also need to think backwards: What happens if you need to revert or backtrack?

Example: Your automation creates a contract when a deal is marked "closed won." Great. But what happens when:

  • If it's a project-based contract → generate a project agreement
  • If it's a subscription → set up recurring billing
  • If it's a referral partner deal → trigger a different commission workflow

You need to define what needs to be undone or adjusted so the automation doesn't cause errors during backtracking. If your automation creates records, sends emails, or triggers downstream processes, reversing course can get complicated fast.

The backward-thinking question: If this automation runs and then we need to undo it, what breaks?


Rule #3: Build with the End in Mind

Design should not just account for today or tomorrow, but for where the business will be in three to ten years.

I worked with a client who had a portal where the automation and the portal were hard-coded together. The system was essentially impossible to change without breaking everything. They'd built for immediate needs without considering future flexibility.

Here's what hard-coded logic costs you: as much money to undo the automation as you spent to build it. Sometimes more.

Questions to ask:

  • Will this logic still make sense when we have 2x the customers?
  • What if we add a new product line or service tier?
  • What if we change CRMs or tools in 3 years?
  • Is this built to be modified, or will changes require a complete rebuild?

You're not trying to predict the future. You're building in flexibility so you're not trapped by decisions you made when the business looked different.

 Not sure if your current tech setup is helping or hurting? Get your Tech Health Scorecard: 10 minutes, 25 questions, and you'll know exactly which part of your systems is draining the most time and money.

The Emotional Trap

Here's something that catches a lot of business owners: automation cares only about logic, not emotion.

When you're overwhelmed...drowning in manual work, desperate for relief, it's tempting to rush the design phase. "Just make it work so I can stop doing this manually."

I get it. But that desperation leads to shortcuts in requirement definition. And shortcuts in requirements become expensive fixes later.

Some of these rules may not seem to apply immediately. But they will become clear when they save you from pulling your hair out six months from now.

 Join the Winning Business Vault to get instant access to the full Building Bulletproof Automations mini‑course.

Pro Tip: Requirements Are the Design Phase

Before finalizing any automation requirement, ask a colleague or team member to poke holes in it. Explain the trigger, criteria, and outcome in plain language. Their questions will reveal the edge cases you've normalized because you're too close to the process.

Building an automation is like painting a bowl of fruit. Every automation I've made is a different bowl of fruit, but the fundamentals: trigger, criteria, outcome...remain the same.

Requirements are where you decide exactly what your bowl of fruit looks like before you pick up a brush.

Get the requirements right, and implementation becomes straightforward. Get them wrong, and no amount of technical skill will save you from the mess.

What's Next:

Part 3 of this series covers the final piece: how to test your automation to make sure it's actually bulletproof. I'll share a horror story about a client whose automation was quietly deleting contacts for a year, and the testing approach that would have caught it.

Whenever You’re Ready, Here’s How I Can Help:

Prefer to watch? Catch the Quick Demo here:

FAQs

Q: What if my process has more than 5% exceptions?

A: That's a signal that automation might not be the right solution—at least not a single automation. You may need to handle exceptions manually, build separate automations for distinct scenarios, or simplify the underlying process before automating it.

Q: How do I know if I'm building with enough flexibility for the future?

A: Ask: "If we changed [tool/product/team size], would this automation still work or would it break?" If the answer is "it would break," look for ways to reduce hard-coded dependencies.

Q: Should I document my requirements before building?

A: Absolutely. Written requirements—even a simple bullet list of trigger, criteria, outcome, and edge cases—give you something to test against and help others understand what the automation is supposed to do.

Q: What's the difference between hard-coded and flexible automation logic?

A: Hard-coded logic is specific to current conditions (specific product names, specific team members, specific field values). Flexible logic uses variables, categories, or rules that can adapt as those conditions change.

Q: When should I bring in a specialist versus building it myself?

A: If the automation touches revenue (deals, billing, contracts), customer data, or multiple systems, consult someone who's seen similar setups across industries. The cost of getting it wrong usually exceeds the cost of getting help.

Whenever you're ready, there are 3 ways I can help you:

  • Quick Content System — 30 days of content in 90 minutes. A content creation system that uses AI as a teammate (ethically) and sounds like you, not a robot.
  • Winning Business Vault  A free member area for service businesses, consultancies, and agencies. You get all my scorecards, guides, video trainings, and future resources in one place, plus optional paid deep‑dives when you’re ready.
  • Ecosystem Audit & Roadmap — We go under the hood of your entire tech stack, identify what's actually broken, and build your personalized roadmap to stop bleeding time and money on manual work.
Winning Business Blog/AI & Automation/How to Define Automation Requirements: 3 Rules That Prevent Expensive Mistakes

Not Subscribed Yet?

Not Subscribed Yet?

Join 150+ business owners who get my weekly newsletter, WINNING BUSINESS, full of no-nonsense strategies to make your tech stack actually work for your business (not against it).

Start Here.

GUIDES AND TOOLS FROM THE WINNING BUSINESS VAULT

How Not To Sound Like a Robot: AI Prompting Guide

This is a practical prompting guide for service businesses, consultancies, and agencies that want to use AI to go faster without sounding fake, stiff, or “obviously AI.”

Dominate AI Search: 5 Secrets to Rank in AI Search

A short guide for service businesses, consultancies, and agencies on how generative AI has changed search – and how to stay visible when AI answers your buyers’ questions.

Tech Health Scorecard for: Service Businesses, Consultants & Agencies

Get a simple 0–100 “tech health” score across your core business pillars. Use your results to decide where tools, automations, or process changes will have the biggest impact.

Howdy, I'm The Business Cowgirl

(aka Alyssa Schaefer 🤠)

Online Business Digital Architect and AI Strategist

  • 10+ years building businesses online and developing backend workflows
  • Senior-level experience in business process automation and CRM optimization for 8+ years
  • AI integration specialist with 3+ years focused on practical business applications
  • Unique combination of technical expertise and marketing creativity
  • Proprietary methodology that leverages both developer-level tech skills and marketer intuition

Unlock the door to unprecedented efficiency for your business with our latest blog or Youtube video! Discover a treasure trove of time-saving and cost-cutting technological shortcuts that could revolutionize the way your business operates. Learn game changing innovative tech setup strategies and insights that will scale your business future growth.

When You're Ready, Here's How I Can Help.

Customized Tech Solutions

  • Quick Content System — 30 days of content in 90 minutes. A content creation system that uses AI as a teammate (ethically) and sounds like you, not a robot.
  • Winning Business Vault  A free member area for service businesses, consultancies, and agencies. You get all my scorecards, guides, video trainings, and future resources in one place, plus optional paid deep‑dives when you’re ready.
  • Ecosystem Audit & Roadmap — We go under the hood of your entire tech stack, identify what's actually broken, and build your personalized roadmap to stop bleeding time and money on manual work.

RECENT POSTS FROM WINNING BUSINESS

The 90-Day Delivery OS Roadmap That Actually Works

The Question You Ask BEFORE Buying Tech Changes Everything

AI Slop Is Killing Your Brand Voice (Here's the Fix)

Business Tech is a 3D Game Now (And Where Yours Is Broken)

Content Marketing Strategy 2026: You Don't Need 50K Followers

How an Executive Coach Cancelled $1,000 in Software in 90 Minutes

How One Invoicing Fix Saved a 5-Person Team $58,500/Year

The Automation Lie That's Costing You Time and Money

Not Subscribed Yet?

Join 250+ business owners who get my weekly newsletter, WINNING BUSINESS, insights on building a smarter business technical ecosystem.

Start Here.

Not Subscribed Yet?

Join 200+ business owners who get my weekly newsletter, WINNING BUSINESS, insights on building a smarter business technical ecosystem.

Start Here.

More Related Posts

AI Slop Is Killing Your Brand Voice (Here's the Fix)

AI slop is flooding the internet. But the problem isn't AI itself. It's how people use it. Learn how to cut content creation time by 50% while still sounding like you.

Business Tech is a 3D Game Now (And Where Yours Is Broken)

Business tech has two layers: what you need it to do and how it's built. Learn how to spot gaps through team frustration and why AI agents are business cheat codes.

The Automation Lie That's Costing You Time and Money

"Set it and forget it" automation is a myth. The real magic happens when automated and manual tasks connect seamlessly. Learn the before-and-after test.

How to Test Automations: The "Try to Break It" Method That Catches Disasters Early

Test automations in sandbox first, try to break them, and use a different person than the builder. A horror story about deleted contacts proves why.

Business FunnelDementals - Maximize Technology

2025 All Rights Reserved Business Funneldementals