AI content & proofreading

The input materials are the basis for analysing the content and intent and for preparing the AI-assisted draft. They may include texts to improve (if any exist), brand guidelines, a list of topics or keywords, subject-matter sources and reference links. The materials also indicate the mandatory elements, such as CTAs, a description of the offer or contact details, which need to be included in the structure. The less ambiguous the input, the more efficiently the completeness of the information and the consistency of the message can be assessed.

The role of the materials is also critical for verifying the content and limiting risks at the quality control stage. On their basis I identify potentially ambiguous passages, inconsistent data and passages that need to be confirmed by the client, including possible unsubstantiated statements. Access to information and sources for verification determines the scope of the fact-check, and gaps in the sources may limit the ability to confirm claims. This is especially important when the brief contains formal requirements or sensitive areas.

• Texts to improve or base material to rebuild.
• Brand guidelines and the required tone, language and terminology.
• A list of topics/keywords and subject-matter sources for verification.
• Mandatory elements: CTAs, the offer, contact details and reference links.

Content analysis and user intent analysis means assessing whether the material is on topic and answers the search intent. I check the completeness of the information and whether the structure is coherent and leads the reader along a logical line. I also verify whether the text contains risks, such as unsubstantiated claims or sensitive areas that need more careful handling. The results of the analysis are the basis for establishing how the editing should proceed.

In this part of the work I also identify the places where the content is ambiguous or where terms and arguments need clarifying. The assessment covers the consistency of the message across the whole material, so that successive sections follow from one another and are in line with the goal of the publication. If additional information or sources are needed for verification, the scope of the checks depends on access to them. Based on the analysis, it is possible to decide precisely whether the changes should be cosmetic or whether a deeper rebuild is required.

• Fit with the topic and search intent, and an assessment of how complete the content is.
• Coherence of the structure, a logical line of argument and identification of potential risks.
• Pointing out the places that need clarification or additional information for verification.

Editing and proofreading cover preparing a working version of the content, refining its substance and correcting the language to arrive at a version ready for publication. The work starts with an AI-assisted draft based on the brief and the input materials, which is then organised and developed to the editing stage. Next comes substantive editing, followed by language proofreading and tidying up the formatting for publication. After that, the content can be optimised for SEO, and it then goes through quality control and rounds of corrections until the final version is approved.

Throughout these stages I check for consistency, ambiguities and the risks associated with unsubstantiated statements, including potential “hallucinations” in AI-assisted content. Passages that cannot be confirmed without access to sources are flagged as requiring confirmation on the client’s side, and gaps in the sources may limit fact verification.

At the corrections stage we also establish which comments change the scope of work (e.g. a new section, new sources or a change of topic).

AI-assisted content draft

The AI-assisted content draft is a working version of the text prepared on the basis of the brief and the input materials. At this stage I fill in the missing sections, organise the information and paraphrase where this is needed for further editing. The draft is meant to be material for refinement, not a final version, so its role is to bring the content together into a coherent whole. The text then moves on to substantive editing.

Substantive editing and language proofreading

Substantive editing means refining the meaning and completeness of the content in line with the goal of the text and the guidelines. In practice, this covers organising the argumentation, removing repetition, clarifying terms and matching the content to the audience. Language proofreading covers correcting spelling, punctuation, grammar, inflection and typos, and making the style and terminology consistent. As part of the proofreading I also tidy up the formatting so that the text is suitable for pasting in or publishing directly.

SEO optimisation, quality control and approval

SEO optimisation of the content covers matching the headings, introduction and sections to user queries and tidying up the semantics, readability and scannability. As part of this stage I prepare proposals for the meta elements and point out places for internal linking, in line with the agreed scope. Quality control covers checking consistency and compliance with the brief, and flagging the passages that need to be confirmed by the client. Once the comments have been collected, rounds of corrections are carried out and the version for publication is given final approval.

• The final text for publication in the agreed format, keeping the tone and structure.
• An SEO package for the content: proposals for the title/meta description and heading structure, internal linking suggestions and formatting tips (e.g. lists, highlights, FAQ sections).
• Flagging of the passages that need to be confirmed by the client where sources for verification are missing.