Disclosure: This post contains affiliate links. If you purchase through them, I may earn a commission at no extra cost to you. I use both KWHero and NeuronWriter for my own website.
KWHero and NeuronWriter solve different parts of my SEO workflow. KWHero helps me with keyword research, topical authority, content planning and the wider search landscape, while NeuronWriter focuses on on-page SEO and content optimization for individual articles. I use both because I need both the wider strategy and the page-level optimization.
In late 2025, I thought my small skincare blog was finally beginning to find its place.
By November, my visibility in Google Search had grown noticeably, and my Ahrefs Domain Rating briefly reached 7. For a website I was building in the evenings around my regular 9-to-5 job, that felt like a small victory.
Then things changed.
Search visibility dropped, while the online publishing world was changing incredibly fast. Generative AI had made AI content creation faster than ever, allowing enormous amounts of content to be published in very little time, and search itself was becoming more complicated.
But not everything that happened to BYKM came from the outside.
I also took a hard look at my own website.
I deleted many pages that no longer fitted the direction I wanted to take, redirected URLs where appropriate and began reorganizing the site around the subjects where I can genuinely bring something of my own: skincare formulation, cosmetic ingredients and sustainable beauty.
I am still building that foundation.
And there is another reality behind this website that no SEO graph can show: I have limited time.
I work full-time. Much of my research and writing happens in the evenings. And when the weekend arrives, I also want to do what this website is actually about — create and test skincare formulations. I make creams, serums and botanical extracts, test ingredients and experiment with formulas that may eventually become part of what you read here.
So simply publishing more isn’t a particularly useful strategy for me.
I need to understand which topics deserve that time in the first place — and then make each article as strong as I can.
That is where KWHero and NeuronWriter come in.
They have two quite different jobs in my workflow.
KWHero gives me the wider picture. NeuronWriter helps me optimize the individual page.
Why I Need More Than a Keyword
Keyword research is the easy part. Deciding whether a topic deserves several evenings of research and writing is much harder.
Keyword research and SERP analysis can show me what already exists, who is ranking and how competitors approach the topic.
Before I start, I want to know what already exists. Who is ranking? What does everyone cover? What are they missing? Does the topic strengthen something I am already building on BYKM, or would it simply become another isolated article?
And today I am interested in more than traditional Google results.
What are people discussing around the topic? What questions keep appearing? How well have I covered the subject across my website? Where are the gaps? What is happening in AI-driven search?
Then, if I decide the article is worth creating, the perspective changes.
Now I need to work on the actual page: search intent, semantic terms, entities, structure, topical coverage and on-page SEO. I use its content editor to optimize content by looking at semantic terms, competitor coverage and the structure of the page.
That is why I don’t see KWHero and NeuronWriter as two tools competing for the same job.
KWHero 3: Keyword Research and Topical Authority
KWHero is where I step back and look at the wider content landscape.
Traditional keyword and SERP research is still part of that. I can investigate a keyword, look at the competition and see the pages already occupying the search results.
But KWHero 3 goes much further than that.
One of the areas I find particularly useful is Topical Authority.
I don’t want BYKM to become a collection of unrelated articles that happen to contain good keywords. I want to build recognizable areas of expertise around skincare formulation, ingredients and sustainability.
Looking at topical coverage helps me see where that foundation is becoming stronger — and where it still has holes.
KWHero can also help uncover content gaps and related opportunities, which is much more useful to me than simply producing a long list of keywords.
If I am researching a botanical oil, for example, I want to see the whole environment around it.
What do ranking articles discuss?
Which questions are being answered again and again?
Which areas are barely covered?
And is there a genuine information gap where my formulation knowledge or scientific research could add something useful?
Search Doesn’t Stop at Google Anymore
Another part of KWHero 3 that interests me is the wider view of what people are discussing online.
Its research can include social conversations such as Reddit, which adds a completely different layer to traditional keyword data.
A keyword tool can tell me what people type into a search box.
A discussion can reveal what they are confused about, what they have tried, what went wrong and which questions aren’t being answered particularly well by existing articles.
For educational content, that can be extremely valuable.
KWHero 3 also brings AI visibility and LLM-related data into that wider picture.
I don’t see this as a shortcut for getting BYKM mentioned by AI systems. But I do want to understand how the discovery landscape is changing, which sources are being surfaced and where my website sits within it.
This is also where I see a connection with AEO.
If I understand a topic more completely — the search intent, topical relationships, real questions, gaps and the wider information landscape — I have a better foundation for creating content that can answer questions clearly wherever people search for them.
That is why KWHero has become much more than a keyword research tool for me. It has become part of my content planning, helping me develop better content strategies and find content ideas that fit the wider direction of BYKM.
I use it as a content intelligence and strategy tool: to understand the wider landscape before deciding where my next piece of content belongs. For me, this makes KWHero useful before the content creation process really begins.
What it cannot do is make the final judgment.
If ten ranking pages repeat the same skincare claim, KWHero can show me that the claim is everywhere. It cannot tell me whether the science behind it is good.
That part still requires research.
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NeuronWriter: On-Page SEO and Content Optimization
Once I have decided that an article belongs on BYKM, I need something different.
Now I am working on one page. This is where I move from research to content optimization and start working on the individual page.
That is where NeuronWriter fits into my workflow.
For me, NeuronWriter is primarily an on-page SEO tool. I use it as a content optimization tool, combining competitor content analysis with semantic SEO to see where an individual page can be improved.
It analyzes the search results and competing pages around my target query and helps me understand the semantic language surrounding the subject.
I can see relevant keywords and NLP terms, entities and concepts that appear across the topic, and compare that information with what I have actually covered in my article.
This is useful because I don’t always use the same language as the person searching.
As a formulator, I may naturally use a technical term while readers use something much simpler. Or I may spend a lot of time explaining the part of an ingredient that interests me and overlook another question that matters to someone arriving from Google.
NeuronWriter makes those gaps easier to spot.
Content Score: A Guide, Not My Goal
One of NeuronWriter’s most recognizable features is its Content Score.
As I work on an article, I can see how my content compares with competing pages and how well I have covered the relevant terms and concepts.
I find that useful.
But I don’t want to write for the score.
If a recommended term genuinely improves the article, I will use it. If I discover an important concept I have missed, I will research it and decide whether it belongs in the post.
But I won’t force keywords into a paragraph simply to move the score higher. It is also useful when I return to existing content and want to see where an older article could be strengthened rather than rewritten from scratch.
And this becomes especially important with skincare content.
If several ranking competitors repeat a claim about an ingredient, that doesn’t automatically make the claim scientifically sound. If the evidence doesn’t support it, I would rather explain the limitation than improve an optimization score by repeating it.
The tool helps me see the SEO picture.
It doesn’t get the final say.
And Now There Is an AI Score Too
NeuronWriter also gives me an AI Score, adding another layer to the way I can evaluate an article.
I see this as complementary to the Content Score.
The Content Score helps me look at the page from the traditional on-page SEO and semantic-content perspective, while the AI Score gives me another signal related to how well the content is prepared for AI-driven search and answer experiences.
Again, it isn’t a guarantee that an AI system will cite my article.
No score can promise that. For me, that makes NeuronWriter part of a broader AI-powered SEO workflow rather than simply a traditional optimization tool.
But AEO is becoming part of how I think about content, just as SEO already is. Clear structure, good semantic coverage, direct answers and a page that demonstrates real knowledge are useful whether the reader reaches it through traditional search or an AI-generated answer.
This is where NeuronWriter is particularly practical for me.
KWHero helps me understand the broader opportunity. NeuronWriter lets me work directly on the SEO and AEO strength of the page in front of me.
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KWHero and NeuronWriter Have Different Jobs
I don’t need to choose a winner between these two tools because I don’t use them for the same job.
KWHero works at the wider site and topic level.
It helps me investigate keywords and SERPs, but also topical authority, content gaps, related opportunities, social conversations and the changing AI-search landscape.
NeuronWriter works at page level.
It helps me with semantic keywords, entities, competitor coverage and on-page optimization, while its Content Score and AI Score give me two different ways of evaluating the article I am working on.
Both can support better AEO, but from different directions.
KWHero helps me understand the questions, topics, relationships and wider information landscape around my content.
NeuronWriter helps me turn that knowledge into a well-structured, semantically complete individual page.
For the way I am rebuilding BYKM, I need both perspectives.
What Neither Tool Can Give Me
There is one part of this process that I don’t want to hand over to software.
Neither KWHero nor NeuronWriter can make an emulsion and see what happens to it over the next few weeks.
They cannot compare the sensory feel of two botanical oils, make the herbal extracts sitting on my shelves or understand why I might choose one emulsifier over another for a particular formula.
And neither tool can decide that a scientific paper is being stretched far beyond what its results actually show.
That is where my own formulation experience, aromatherapy background, environmental work and research come in.
SEO and AEO tools can show me where to look.
Sometimes they can reveal exactly where an article is missing something.
But I still have to decide whether what I add is accurate, useful and worth publishing.
For me, that is the balance.
I’m Still Figuring It Out
I am still learning how to navigate all of this.
And yes, sometimes I wonder whether AI will simply outrun small independent websites like mine.
When so much content can be produced so quickly, and when search results and AI answers increasingly decide what people see before they ever visit a website, it is difficult not to wonder whether visibility will eventually belong mostly to the biggest players.
I don’t know the answer to that yet.
What I do know is that I am not ready to give up.
I still believe there is room for smaller specialist websites built by people who actually work with the subjects they write about. I can research, formulate, test, question what everyone else repeats and share what I learn along the way.
KWHero and NeuronWriter are helping me adapt to this new search landscape, but I am learning alongside them too.
So BYKM will keep evolving. That includes not only the content I publish, but also the technical choices behind the website, including decisions about hosting, performance and sustainability.
You can expect more changes, more experiments, updated content, new formulations and plenty of improvements as I continue figuring out what makes this website genuinely useful — both to search engines and AI, but most importantly, to the people who actually come here to read it.
I am still here.
And I am not giving up yet.
