AI & SEO automation
I analyse the content for passages that sound artificial: unnatural constructions, filler, the passive voice, templates and repetition. I assess the coherence of the argument and the intent, and then we agree on the tone, format and terminology. You receive a mini style guide and an agreed level of intervention, with optional on-page SEO (headings, meta description, FAQ, linking).
I start with the brief and gathering the input materials, to establish the goal, the audience and the publication format. I then audit the text for naturalness, coherence and alignment with the intent. On that basis we agree the scope and priorities, and I carry out the further editing
We establish the goal of the texts, the audience, the tone of communication and industry constraints, and gather the texts, tone of voice, subject-matter sources and target formats.
I check naturalness, clarity, the logic of the argument and coherence, pointing out repetition, generalities, artificial constructions and gaps in the structure and in the fit with the brand.
Based on the brief and the audit findings, we agree the priorities, the level of intervention, the language, the form of address and the mandatory elements as a reference point for the subsequent editing stages.
This stage consists of establishing the goal of the texts and gathering the materials the rework is to be based on. In the brief I specify the target audience, the tone of communication and any industry constraints that affect the choice of vocabulary and the level of literalness. In parallel, we gather sources and agree the target formats in which the content is to be delivered (e.g. article, description, FAQ). This makes it clear from the outset whether the work is to be a light edit or a more substantial rebuild.
In practice I need a complete set of “input materials”: the texts to be humanised, the brand requirements (tone of voice), subject-matter sources and information about the target publication format. Based on this data we agree the scope and priorities, i.e. the list of texts, the expected level of intervention, the required language and the form of address towards the reader (informal or formal “you”). We also define the mandatory elements, such as CTAs or disclaimers, if they are to appear in the content. These arrangements are the reference point for the subsequent audit and editing stages.
The audit shows what in the text needs improving so that it sounds natural, is coherent and matches the intent. I check above all naturalness, clarity and the logic of the argument, as well as an excess of generalities and repetition that reduce readability. I assess whether the message is consistent throughout the material and whether there are passages that sound like a template rather than a statement grounded in experience. The audit findings determine the scale of changes needed in the work that follows.
As part of the diagnosis I identify signals of “unnaturalness”, such as artificial constructions, excessive filler, overuse of the passive voice or a lack of specifics and examples. I then analyse coherence and structure: whether the text has a logical layout (introduction–body–conclusions), whether the headings match the content and whether the transitions between paragraphs are smooth. Separately, I assess the fit with the audience and the brand, i.e. the level of formality, vocabulary, sentence length, directness and perspective (we/you). Together, these elements show what exactly needs to be simplified, clarified or tidied up before the editorial guidelines are set.
Diagnosing signals of “unnaturalness” means catching the passages that sound artificial and make the content harder to take in. I identify, among other things, unnatural language constructions, excessive filler, overuse of the passive voice and templated paragraphs. I also check where the text loses its specifics: where it avoids clarification or gives no examples, so that it reads like a general summary. The result of this diagnosis shows which parts need simplifying, grounding in reality or clarifying in the editing that follows.
In practice, the diagnosis also covers catching repetition and places where the content “goes round in circles” instead of leading the reader to a clear conclusion. I carry out the assessment in the context of the argument’s logical coherence and alignment with the intent, so that the corrections are not merely cosmetic. Where information is missing, the diagnosis shows the areas to be supplemented with examples or instructions, as far as the sources provided allow. These findings feed directly into the guidelines stage and the choice of the level of intervention in the content.
I set editorial guidelines so that the whole content package is consistent in tone, style of notation and the way information is conveyed. We agree the rules on tone, formatting and how to present examples so that they sound natural and are useful. I also define the standards for terminology and naming, to unify names, abbreviations, inflections and terms within a text and across materials. The outcome of these arrangements is a shared “reference point” for the main edit and for later quality control.
At this stage a decision is made about the level of intervention in the content: whether the corrections are to be cosmetic (language and flow) or include rebuilding the structure, cuts, reorganisation and adding specifics. We also agree whether the humanisation is to cover on-page SEO elements as well, such as headings, the meta description, the FAQ, internal linking and natural keyword density. The client receives a mini style guide for humanisation, i.e. a short set of rules that makes approval easier and helps maintain consistency in subsequent texts. The guidelines cover, among other things, recommended and prohibited phrases, the form of headings and the standard for writing numbers, units, lists and CTAs.
I make a text sound natural through hands-on editing that simplifies the message and removes the elements that sound artificial. As I work, I shorten sentences, switch to the active voice and improve the links between sentences so that the rhythm and logic flow smoothly for the reader. I eliminate repetition and unnecessary introductions, and replace generalities with more specific wording. At the same time I make sure the content is consistent with the agreed tone and target format.
Depending on the agreed level of intervention, the work may also include adding practical examples, steps, checklists or “when to use” conditions, provided this follows from the priorities and the input materials. I unify the terminology throughout the text and across the content package, so that names, abbreviations and inflections do not contradict one another. If on-page SEO elements are within the scope, the corrections may also concern headings, the meta description, the FAQ section, internal linking and natural keyword density. Humanisation improves how the content is received and how useful it is, but it is not a promise of higher rankings, and the impact depends, among other things, on the topic, the competition and the implementation.
I ensure consistency with the guidelines through quality control, which verifies the edited text in terms of language, content and communication risks. I check compliance with the agreed writing rules, including the tone, formatting standards and adopted terminology. Fact-checking takes place within the limits of the sources provided, so that no information is added that cannot be backed up by the materials. I also catch risks such as excessive promises and imprecise generalisations, which can weaken the credibility of the message.
This stage also depends on the client providing sources and approving the facts. If the materials are not provided or the data is not approved, the content is humanised stylistically without adding unverified information. As a result, the version after quality control is ready for the next step of the collaboration: collecting feedback and clarifying disputed passages. I match the scope of verification to what has been agreed regarding the number of texts, their type and the formal requirements.
Feedback from clients and industry people I have worked with on SEO projects.

I had the chance to work with Kuba at Kulturalnie o SEO, an event I organise. Kuba did a great job as a speaker and received high marks from the audience. He showed professionalism and broad knowledge. In other projects at Vestigio, Kuba shows enormous commitment, a willingness to explore and implement new ideas, and excellent organisation of his work.

You talk to me, not a salesperson
I work as a freelancer: the same person reads your message, prepares the quote and then runs the project. No sales team in between.