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I’ve been thinking about this, looking at how I normally plan blog content.

It appears the usual process is:

Ahrefs / Semrush → find a keyword → check search volume → check KD → check the competitors → write the article.

But I’m beginning to wonder if we’re putting too much stock in the first pair of numbers we see.

For example, imagine a tool that says:

Keyword A 10.000 searches/month 20 KD

Keyword B 900 searches/month KD 35

Most people would probably check keyword A first.

But what if Google Trends shows that Keyword A is on a steady decline for the past 2-3 years and Keyword B is on a rapid rise the past 12 months?

I'm suddenly not sure Keyword A is the better opportunity.

Then there's Google Search Console.

GSC is showing us the actual queries where Google is already testing our pages once a blog gets some history, including queries we may never have put into Ahrefs or Semrush before.

So I’m beginning to think of keyword research as two different things:

We have third-party tools that tell us what we think the market is doing.

Google Trends shows us where interest is moving.

Google is actually serving our site for what Search Console says.

That makes me ask:

Are we using keyword tools incorrectly?

Do we start with Google Trends for emerging topics, then check with real SERPs and Search Console data to validate, and finally use Ahrefs/Semrush for competition and backlink research?

Or am I overthinking and traditional keyword research is still good?

I am particularly interested in people with a blog for 2+ years.

Have you ever had a keyword that looked amazing in Ahrefs/Semrush but turned out to be a terrible topic?

And have you ever targeted something with relatively low estimated volume because Trends, Search Console, or real-world demand suggested it was about to grow?

Would be interesting to compare how everyone is actually finding topics in 2026 rather than just which keyword tool they prefer.
 
I think the tools are still useful, but I wouldn't treat their volume as absolute. I usually look at Trends and actual SERPs too, then use GSC once the site has data.

Search volume alone can definitely be misleading.
 
Traditional kw research still works but I wouldn't rely on volume & KD alone, I usually check the serps & threads first then use gsc date & ahrefs semrush to confirm the opportunity & competition
 
There are several things to check when doing keyword research, but the most common one is What is your intent to reach the audience?

This will decide which keyword can really help you reach users. Because some seasonal keywords reach the audience soon during a particular period, but for the rest of the month, those keywords don't help to create any conversion for you. (Example: World Cup football final match, date of the World Cup final, etc.)
 
Agreed. I think we've all learned by now that the search volume isn't an absolute metric, but I think we're in the camp to say that the opportunity is a much better indicator than the search volume.

A keyword with 20k searches may not be a good opportunity if the SERP is all branded queries, there's little opportunity to capture clicks because of the intent, or Google can answer the query right then and there.

A keyword with 500 searches, on the other hand, may be an opportunity if the intent is good. We're all saying "I don't optimize for search volume", but we all need to start answering for ourselves "how much opportunity is there in this serp".

So how do you judge that before publication? I know for me it's a combination of a SERP checklist, but also trusting your instincts based on experience. How do you do it?
A 20 k keyword may be not targeted because the keywords are broad like "coffee beans" you don't if the visitor is in research mode or buying which affect sale conversions,remember the purpose of ranking a site is to make money,I would rather have a small amount of traffic that buys than large amount of traffic that is window shopping.
 
I still use Ahrefs or Semrush, but mainly for competition and keyword ideas. I like to validate the topic with Trends and actual Google results before writing.
 
I still use Ahrefs, but i trust Search Console more once a page starts ranking.
That's pretty much where I am too. Ahrefs is good for the opportunity, but once Google starts showing a page impressions, GSC feels like the more interesting dataset because you’re seeing the actual queries Google is associating with the page.

I'm still trying to figure out when you make that switch. Do you use Ahrefs to select the first topic and then leave it to GSC once the page begins to receive some impressions? Or do you keep comparing both during the article’s life?

I’ve seen a lot of queries in GSC that are not the keywords I did the original research for so I’m curious if we’re missing a ton of content opportunities by making keyword tools the first place we look.

I agree, search volume alone is not enough anymore. A keyword with less volume but growing demand can be a better opportunity. Tools are good, but real user data matters more.
Precisely. I think the hard part is realizing demand is growing before everyone else starts chasing it.

Google trends can show the direction but I don’t think it’s always enough by itself. Sometimes a topic looks like it’s taking off, but there’s just not a lot of meaningful search intent behind it yet.

I’m interested in how you validate those opportunities.” Do you start with Trends and then look at SERPs, GSC, Reddit/forums or something else to verify before you create the content?

And, if you find a low-volume keyword that is obviously growing, do you publish early and allow the page to mature, or wait until the search demand is more established?

Compare the tool’s estimate with the impressions and query variations accumulated by older pages in the same topic cluster. That gives you a site-specific correction factor instead of trusting the same volume number every competitor sees.
Interesting point of view. I think the "site-specific correction factor" makes more sense than treating a 5K search volume estimate as a universal number for every site.

I'm curious about how you actually put it into practice tho. Are you comparing the tool's estimated volume against total GSC impressions on the same query/topic cluster over a fixed period or more just looking at the ratio of related queries?

Also, do you apply that correction factor when deciding what to publish next, or mainly when estimating the potential of an existing page?

Because if the same topic is getting 2-3x more impressions than the 3rd party estimate for your site consistently, that could totally change how I’d prioritize the next batch of content.

Traditional keyword tools only show the past, so you need Google Trends for the future, GSC for what Google already trusts you for, and Ahrefs/Semrush last just to check the competition..
I like the workflow, especially having the competition check last instead of KD deciding what to publish.

But there’s one piece I’m curious about: does Google Trends actually tell us the future, or does it just tell us that something is already starting to happen?

There can be a pretty big gap between “search interest is rising” and “this is going to become a valuable topic for a blog.” One trend can surge and then vanish, while another subject can grow slowly over two years.

Do you think the rate of change in Trends is a cue to publish early, or would you still want some evidence from SERPs, Reddit/forums, social discussions etc before committing an article?

I'm beginning to believe the interesting workflow is Trends for direction > GSC for site relevance > SERP / user discussions for intent > Ahrefs / Semrush for competition.

I think the tools are still useful, but I wouldn't treat their volume as absolute. I usually look at Trends and actual SERPs too, then use GSC once the site has data.

Search volume alone can definitely be misleading.
Agreed. I think we've all learned by now that the search volume isn't an absolute metric, but I think we're in the camp to say that the opportunity is a much better indicator than the search volume.

A keyword with 20k searches may not be a good opportunity if the SERP is all branded queries, there's little opportunity to capture clicks because of the intent, or Google can answer the query right then and there.

A keyword with 500 searches, on the other hand, may be an opportunity if the intent is good. We're all saying "I don't optimize for search volume", but we all need to start answering for ourselves "how much opportunity is there in this serp".

So how do you judge that before publication? I know for me it's a combination of a SERP checklist, but also trusting your instincts based on experience. How do you do it?

Don't check KD check the serps and see if the serps answers the query
This is probably one of the most crucial aspects that I’ve changed. While KD highlights potential difficulties with the link profile, it says little about whether the SERP actually satisfies the query.

How far are you willing to go when researching keywords? Are you looking for easy competition or do you assess whether the SERP actually answers the query?

The reason I ask is that sometimes I encounter SERPs with strong domains but poor content or answers. This is more valuable to me than an easy keyword with a KD of 0 that Google already answers sufficiently.

In case of AI Overviews, would you also try to find out whether Google can answer the query directly?

Traditional kw research still works but I wouldn't rely on volume & KD alone, I usually check the serps & threads first then use gsc date & ahrefs semrush to confirm the opportunity & competition
That's very close to what I'm doing myself, but looking into discussions to actually validate topics before going after them

The thing with "threads first" I'm curious to understand is what are you finding in the discussions that SERPs aren't telling you

For example, are you using Reddit/forums to find questions Google isn't answering well enough, language that people are using, topics that have potential before they appear on the SERPs with reasonable volume?

If so, I think that's an incredibly powerful way to find topics rather than waiting for Ahrefs/Semrush to tell you there's enough volume

Have you found any topic via a Reddit/forum before that became a search opportunity?

There are several things to check when doing keyword research, but the most common one is What is your intent to reach the audience?

This will decide which keyword can really help you reach users. Because some seasonal keywords reach the audience soon during a particular period, but for the rest of the month, those keywords don't help to create any conversion for you. (Example: World Cup football final match, date of the World Cup final, etc.)
That's a good point, I think, and one that is probably really useful for distinguishing between keywords of different search intent. This is where, actually, I think the "search volume" can mislead most of all, because two queries can have a similar number of searches, but offer vastly different value depending on what you want to do next.

Your example with the World Cup final is particularly interesting, but, in my opinion, it is the wrong question. Perhaps, it would be more interesting to ask yourself whether the keyword has a short-term or a long-term intent.

Say, if you are to publish an article about the final game, it will attract a ton of traffic during the event and will plummet right after, while a piece about the best football boots for beginners will offer sustainable traffic for months and years to come. How do you differentiate between them before you publish?

Does keyword research help you in any way to distinguish a keyword with temporary intent from a keyword with durable intent, or does intent research based on the SERP analysis help you more in determining whether the short-tail keyword offers any commercial value at all?

I still use Ahrefs or Semrush, but mainly for competition and keyword ideas. I like to validate the topic with Trends and actual Google results before writing.
This is very similar to what most of the folks here are doing. For me, the interesting part is what comes between saying "this topic has promise" and writing the piece.

What would be your criteria to reject a topic based on your analysis of Trends and the SERP even when the keyword has fair volume and low competition?

For me, things such as negative trend, weak click-through rate potential, lack of intent, or Google having the answer to the query already will be factors to think about.

Do you have some sort of check list in your mind or it is more based on your experience with the SERPs?
 
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Seasonality can completely change the picture too a keyword may look weak on paper simply because its demand hasn’t peaked yet
 
you're not overthinking it. i’d use trends and current serp intent to spot direction first, then ahrefs/semrush for volume, difficulty and competitors; the volume number alone is only a snapshot.
 
Search volume isn’t really the main problem now. A keyword can get plenty of searches and still send almost no useful traffic if the SERP answers it directly.

I’d look at what happens after the click too. Does the query lead anywhere useful for the visitor or the business? 500 relevant visits can be worth more than 10k curiosity clicks.
 
I think you’re onto something. The biggest mistake may be treating search volume as a forecast rather than a snapshot. Ahrefs and Semrush are still useful, especially for SERP competition, related terms, backlinks, and estimating demand. But they don’t necessarily tell you where demand is heading.
 
Of course you should trust Google Search Console more than any other tool as that is data directly from Google. But this doesn't matter at all as to rank today you have to cover the whole niche and every topic, meaning you won't have to decide between keyword A or B, you will have to write content for both of them and interlink.
 
I agree that GSC is more reliable for your own website because it provides first party data directly from Google, while Ahrefs and Semrush are mainly third party estimation tools.
 
It’s there where the "opportunity" question becomes really interesting. One can see a promising keyword with great traffic potential but no chance of success from the business point of view.

"Coffee beans" is an illustration because 20K searches don't say whether the user wants to read about beans, compare them, choose a brand or just to buy something.

I start believing that the actual metric would be not "how much traffic can this SERP bring us?" but rather "how much of the qualified demand can this SERP reveal for us?"

It becomes a hard thing to guess this before publishing the content. Are you going to use the SERP itself as a tool for determining the commercial intent or you will take into consideration the CPC, affiliates, product pages or other conversions on similar keywords from the site?

Well, if a keyword with 500 searches brings buyers regularly while another one with 20K - browsers only, then I would prefer the former always. The question is how reliably one can estimate that without conversion metrics.

Of course you should trust Google Search Console more than any other tool as that is data directly from Google. But this doesn't matter at all as to rank today you have to cover the whole niche and every topic, meaning you won't have to decide between keyword A or B, you will have to write content for both of them and interlink.
That, I believe, is a valid counter-argument to the premise. If you develop a website for real, the intention probably won’t be to endlessly decide whether it will be A or B. At some point, you'll have to write on both and develop the topic cluster.

However, I am still wondering about the validity of the keyword research question before that.

In case when I am able to produce 20 articles this month out of 100 topics, I still have to pick 20 topics to write first. And that is where I believe that Trends, SERPs, GSC and other metrics would come into play.

Even in case when we are talking about the same topic cluster, not all pages are equal in my opinion. Certain queries may deserve being developed through the original comprehensive article, while others – less.

Thus, maybe the question is no longer "Which keyword do I have to rank for?"

Perhaps, the question is "Considering the limited content budget, which topics should I work on first, and what amount of effort does each topic deserve?"

Interesting to know your thoughts on that. Having chosen to cover a certain niche entirely, do you still prioritize the order of topics, or you simply publish all of them according to the structure of the topic cluster?

I agree that GSC is more reliable for your own website because it provides first party data directly from Google, while Ahrefs and Semrush are mainly third party estimation tools.
Of course, when dealing with an existing website, I also find it reasonable to use GSC before any third-party estimates in order to find out the true picture of things.

However, I believe there is one important limitation to it: GSC only reveals those aspects which have already been revealed by Google for our site. There might be other opportunities which are totally not visible for us at this point.

This is when I believe the importance of Ahrefs/Semrush and Trends comes into play: they will allow us to see the picture outside our current site footprint, while GSC will reveal what is happening inside it.

Therefore, maybe, the question isn’t about choosing between “GSC and Ahrefs/Semrush” but rather about using the first party for growth and third-party tools for finding new possibilities.

And how would you handle that while investigating a brand new topic cluster where the site lacks GSC data?

Seasonality can completely change the picture too a keyword may look weak on paper simply because its demand hasn’t peaked yet
Yes, exactly. This is one of the reasons why I believe analyzing the current volume in isolation might be very dangerous. Just think about a keyword which seems mediocre right now only because we analyze it six months away from its peak.

It raises the question about the optimal moment of publishing. In case you know that the topic is seasonal and Trends reveal an annual increase in demand, would you rather publish the content long before the peak to give your page some time or just wait until the trend becomes obvious?

And, by the way, do you treat seasonal and emerging trends in the same way? In case of a seasonal trend you have historical data while in case of a new trend you have just a guess.

I am curious about your method of deciding that the moment for publishing has come and not waiting for the volume.

Traditional keyword research still works but it should not be the whole process search trends and GSC can show where demand is actually moving, using all three data sources can help find topics before they become competitive.
But I feel that the "before they become competitive" is where things get really exciting.

Identifying topics early can be helpful but there is always a chance of going after something which seems to be growing and disappears after six weeks.

And so my question is, do you need to identify not only the emergence of demand but also decide if it's going to grow for long enough to be worth making a page about it.

What signals are you looking out for to be sure that the topic is emerging and that it is worth making a page out of it? Is it sustained growth in the Trends, the emergence of related queries, greater competition in the SERP, increasing discussions or something else?

I agree, volume is only one signal, SERPs, Trends, and GSC reveal the real opportunity.
That's how I'm thinking about it too. The interesting part is what happens when those signals don't agree.


For example, imagine Trends is rising, but the SERP is already dominated by strong sites and GSC shows very little traction. Or the opposite: Trends is flat, but GSC is showing a lot of unexpected impressions for related queries.


Which signal would you give the most weight in those situations?


I'm starting to think there probably isn't one universal hierarchy. It might depend on whether you're choosing a brand-new topic, expanding an existing cluster, or updating a page that's already getting impressions.


Do you use a different weighting depending on the stage of the content?

Keyword research tool are helpful to every blogger or webpage owners to generate good keywords for traffics,most content with low keyword and wrong keyword do generate low traffics to content page.
Definitely. I still think keyword tools are useful, especially for finding ideas and understanding how people are searching. The problem is when we treat the keyword suggestion or volume number as the answer rather than the starting point. The keyword still has to match the content, intent, and audience you're trying to reach.

agree man. tools meh. feel u. hope site blows up.
LOL, thanks bro. That's the way to go. Just working on how much weight to put on each signal, but I've definitely learned a thing or two from this conversation.
 
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