The Pattern Recognition Mistake
Do you think you’re learning from the past? What if you’re actually being blinded so you can’t see the future?
“The generals are always prepared to fight the last war.” — Winston Churchill.
Your company has experience. It has the battle scars. It has the war stories. You’ve seen market cycles. You’ve watched competitors come and go.
You know what works because you’ve done it before. When a situation appears, you see the patterns straight away.
This competitor looks like the one from 2018. This market shift feels like 2015. This pricing pressure reminds you of 2022. You’ve seen this film before. And you know how it ends.
Except this time, you’re wrong.
Pattern recognition is how experienced firms get damaged by inexperienced founders who don’t know the patterns or rules. You see the past repeating. They see a different future. You apply old solutions to new problems. They try weird experiments that shouldn’t work but do.
Your experience becomes your limitation.
This is why it is unlikely to be killed by your current competitor. It’s the shot that you don’t see that kills you.
When History Handcuffs You
Every company has a mythology. Stories about those past victories. The competitor beaten to a plup in 2016. The market you dominated in 2019. The crisis you survived in 2021. These stories get repeated in those long, boring meetings. They become frameworks for your decisions. When something new appears, someone says, “Remember when we faced something similar?”
Then you do what worked before.
Well, you don’t, as it is highly unlikely you’re looking for new players. So how are you going to see them? You only see them when they take 20% of your business.
Blockbuster had decades of experience in video rental. They knew customers wanted convenience and selection. That pattern worked for years. When Netflix launched… You know the story, but the takeaway was that Blockbuster was right about what customers wanted. But they were wrong about how customers wanted it.
Nokia had unmatched experience in mobile phones. They recognised the pattern: customers want reliable communication devices. Apple didn’t recognise that pattern because they weren’t phone experts. They thought customers wanted a computer that made calls. The outsider perspective beat decades of expertise.
Experience Makes You Slow
New competitors move fast because they’re ignorant. They don’t know what’s impossible. They don’t know which strategies failed before. They don’t know the “right way” to do things. So they try everything. Most of it fails, and you never hear of them again. Occasionally, something works that shouldn’t.
You move slowly because you’re smart. You know what failed before. You know which strategies are risky. You know the right way. So you eliminate options before testing them. You’re efficient. You’re logical. And you use the intern to do some competitor analysis. You’re wrong.
The market doesn’t care about your past data.
Airbnb’s founders weren’t hospitality experts. That’s exactly why they succeeded. They didn’t know that strangers don’t sleep in each other’s homes. They didn’t realise that hotels had spent centuries optimising the guest experience. They tried something everyone with experience knew wouldn’t work.
Stripe’s founders weren’t payment processing experts. They didn’t know that online payments required complex compliance and fraud prevention. They built a simple API when experts knew payments couldn’t be simple. Their ignorance was their advantage.
The Expertise Trap
The more you know about your industry, the harder it becomes to see it differently. You know the regulations. You understand the economics. And you recognise the customer patterns. This knowledge protects you from those silly mistakes.
It also protects you from those start-ups.
Because breakthroughs come from questioning assumptions that everyone else accepts. And you can’t question assumptions you didn’t realise you have. The experts you consult with, and your own expertise, make them invisible. They, they’re not assumptions anymore. They’re just facts about how the world works.
Until someone who doesn’t know the facts changes the world anyway.
Learning Without Calcifying
The goal isn’t forgetting everything you learned. Or getting McKinsey in. That’s just different stupidity. The goal is to hold your knowledge loosely. Great patterns as suggestions, not evidence. Recognise that what worked before worked because of specific contexts that may not be around anymore.
Amazon uses data all the time. They also have an important rule:
When data conflicts with customer observation, believe the customer.
Bezos ignores decades of retail data insights when they conflict with what customers actually want.
Thought-Provoking Question
“What did you learn from past success that’s preventing you from seeing present opportunity?”
Practical Advice
Run a “naive questions” session every month. Bring in someone with no industry experience. An intern, someone from a different department, a friend or a competitive intelligence consultant. Have them ask stupid questions about why you do things the way you do. Resist explaining why they’re wrong. Write down every question. Review them later. The silly questions often expose those assumptions you didn’t know you had.
Document your pattern matches. When making decisions based on experience, write down: “This situation reminds me of [past situation], so we should do [action].”
Track these for six months.
Review how many times the pattern actually repeated. You’ll discover you see patterns that aren’t there more often than you think.
Hire people who don’t fit your patterns. If everyone in your company has similar backgrounds and experience, you’ll all see the same patterns. Hire the developer who has never worked in your industry. Hire a B2C marketer when you’re B2B. Hire the person whose CV doesn’t make sense. They’ll see opportunities you’re pattern-trained to miss.
We are Octopus. The Global People-Powered Competitive Intelligence Agency.
Outsmart your competition. Make the unknown known. Octopus helps you gain clarity in complex markets. With clients and tentacles around the world, we deliver sharp, actionable competitive intelligence through a blend of deep primary (HUMINT) and secondary research. If you’re looking to make smarter decisions, beat the competition, and reduce uncertainty, we’re the partner you want on your side.
