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When to Be Bold and When to Test: A Framework for High-Impact SEO

Posted July 10, 2025 by Craig Bradford

There's a debate in the SEO community: what's the right balance between being bold with your vision and rigorously testing your ideas?

Do you need to test every change or suggestion? Or should we have more conviction and be braver with our ideas? How do you balance safety and speed? 

It’s a conversation we welcome. In fact, we’ve long argued that you don't need to test every single change. See this post from 2021 and this one last year on the value of an SEO testing program.

Although bravery is necessary, it's not sufficient to win in SEO.

This debate isn’t just academic; the belief that SEOs can just be braver misses one of the key challenges they face: getting their recommendations done.

After spending well over a decade running an SEO agency, we saw the same challenges repeatedly. Two problems, more than any others, were holding talented SEO teams back from hitting their goals: difficulty getting things done and proving the value of the things they did get done. 

Aira’s State of Technical SEO report quantifies this;  it shows these two challenges are the top two facing in-house SEOs.

Screenshot 2025-07-09 at 21.06.49

Digging deeper into the “why”, the main reason is that companies prioritise other teams’ changes over theirs, followed by a lack of buy-in from stakeholders (which causes the same outcome).

Screenshot 2025-07-09 at 21.07.30

I've seen it time and again: if you want to get things done in large organisations, the best teams come armed with a solid business case, backed by data, to explain why their proposed change is necessary. Not only that, they can lay out how they've accounted for risks and give a clear picture of the potential upside.

Bravery or data is a false choice

The most sophisticated SEO teams know that they don't need to choose between bravery and data; they use data to fuel their bravery.

You wouldn’t want a pharmaceutical company to be “brave” with a new drug without clinical trials. Why would you treat a website that generates millions in revenue and is responsible for employing thousands of people any differently?

An F1 team uses telemetry and wind tunnel data not because they lack courage, but because it's the only way to win. That's what SEO testing is: telemetry for your website.

Testing enables bravery

Without testing, you can’t really push your performance to the limit. We’ve written about this before using the analogy of “safety nets”. See the 2x2 from that post below:

blog-four-different-benefits-of-different-test-outcomes-grid

The x-axis shows your initial confidence in a change. On the right are the 'no-brainer' changes you'd likely make anyway, while on the left are more speculative ideas you'd only be prepared to try with a test.

The left side of the chart is where winners are made and where bravery is needed.

These are things that are hard to replicate and offer a real competitive advantage. Without testing, you’re stuck doing what everyone else is doing: best practice and zero-sum.

To push to the limit, testing is how you do it.

We’ve seen customers be brave while testing

One example stands out. A customer of ours wanted to make bold changes to a particular page template on their site. The changes were radical and brave and aligned with user testing and product goals.

Unfortunately, when they ran the test, it showed a 30% drop in organic traffic. Lucky they had that safety net allowing them to run the brave test!

So they iterated. They added back the elements whose absence caused the drop, then launched a version that kept the bold changes with no traffic downside.

Conclusion

SEO testing isn’t for everyone. There is absolutely a stage and time for SEO teams to move fast and break things, but that will only get you so far. Being brave gets you to the start line, but testing, being able to reduce perceived risks, and creating compelling business cases are what empower the best SEO teams in the world to get their ideas over the finish line in large organisations. If you want a more detailed walk-through on when to be brave and when to test, I recommend reading this full article: We're doing business, not science.

If you’d like to read real stories of how the best SEO teams in the world are doing SEO testing with SearchPilot, have a look at our SearchPilot testimonials page.

 

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