Possible deliverables
Possible deliverables
- SEO, SXO, AEO and GEO audit
- Editorial architecture and internal linking
- Structured data and discovery files
- Measurement dashboard and improvement plan

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Cyber · AI · Digital intelligence
Make expertise findable, understandable and citable by search engines and AI assistants.
Modern visibility depends on technical quality, content structure, clear entities and demonstrable expertise. We work across the full path from indexation to a useful answer.
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How the assignment works
A short, explicit process adapted to the sensitivity of the situation.
We define the decision to support, relevant assets, constraints, authorised sources and required confidentiality.
Collection and analysis follow the agreed scope. Facts, hypotheses and areas of uncertainty remain clearly separated.
Each finding is assessed by reliability, likely impact and the effort required to act.
You receive a readable synthesis, useful evidence and a roadmap that can be put into practice.
Possible deliverables
Common situations
Use these examples to agree on a verifiable deliverable. Checks and thresholds follow the agreed scope; the examples below are not client results.
| What to check | Evidence to request | Decision it supports |
|---|---|---|
| Access and eligibility | HTTP response, robots, indexing directives, canonical and Search Console inspection; dated state. | Fix an identified obstacle without promising indexing or ranking. |
| Documented answer | Target question, visible answer, sources, date, owner and structured data matching the content. | Improve a useful answer or consolidate repetitive pages. |
| Language equivalents | Intent, content and journey compared; own canonical, reciprocal hreflang and links to actual translations. | Publish usable equivalents rather than simply multiply URLs. |
| Measurement | Impressions and clicks by scope, period and device; conversions defined separately; explicit protocol for any observed AI citation. | Separate visibility changes from outcomes without automatically assigning a cause to growth. |
Put the decision to the test
Two equal-length periods show conflicting changes. Before increasing content production, the team examines traffic relevance and measurement continuity.
Fictional teaching case. Figures explain the reasoning; they are neither client results nor thresholds required by a standard.
| Possible choice | Missing evidence or supporting reason |
|---|---|
| Claim a 100% commercial improvement | Clicks doubled; qualified enquiries declined. |
| Delete the new pages | These figures alone do not attribute the decline to content. |
| Segment the data and check measurement | Compare queries, pages, devices and whether the form works. |
Traffic growth calls for investigation of intent and journeys. The ratios 5/100 and 4/200 are interpretable only with coherent scope and comparable tracking. They do not establish causality.
Choose a real question and check the corresponding page, its sources, indexability and post-click task. For an AI citation, record tool, query, date, language and passage; distinguish one observation from a trend.
Search Console clicks and site enquiries may concern different populations. The illustrative ratio must not be presented as individual attribution.
For AI Overviews and AI Mode in Google Search, Google requires neither additional AI files nor special markup. Eligibility does not guarantee appearance. This guidance applies to Google Search, not every assistant.
Search Console helps examine search presence and performance. Relate results to site goals using an explicit measurement scope.
References checked on 15 October 2026.
Before the assignment
Analysis starts from audience questions and the pages answering them. It then checks crawler access, entity coherence, quality of evidence, language versions and the journey after discovery. SEO supports discovery; SXO checks the post-click experience; GEO examines how sources are understood and referenced in generated answers. Work prioritises explicit answers, attributed evidence and consistent entities. Measurement separates impressions, visits, observed citations and qualified enquiries without promising a ranking or systematic inclusion in an assistant.
Documentation reviewed on .
| Source and purpose | Verified data or benchmark | How to use it | Limitation to retain |
|---|---|---|---|
| Google · AI features and your website Understand inclusion in Google Search AI features. |
Google states that AI Overviews and AI Mode add no special technical requirements beyond applicable Search fundamentals. | Check page access, indexability, snippet eligibility, links and useful textual content. Measure observed appearance, clicks and business outcomes separately. | Eligibility guarantees neither crawling, indexing nor display. This documentation concerns Google Search, not every AI assistant. |
| Google · Structured data Describe page contents through machine-readable markup. |
Structured data helps search engines understand content. Marked properties should correspond to information actually present on the page. | Choose a type matching the page and verify names, dates, relationships and sources. Check final rendering rather than only the template. | Valid markup alone does not guarantee a rich result. It replaces neither the content nor feature-specific eligibility conditions. |
Visibility work should connect technical conditions to accessible content and an observed user outcome.
Compare AI controls and report data →
References reviewed
Translating a label is insufficient if the expected format, help or recovery message remains ambiguous. Test states in the journey’s language and direction.
Open the WCAG review grid and contrast calculator →
W3C WAI · Forms Tutorial · User Notifications · Practical guidance · consulted 2026-10-23
FAQ
Practical answers to help frame the need before an initial conversation.
SEO builds visibility in search results, AEO structures direct answers, GEO improves understanding and citation by generative engines, and SXO turns visibility into a useful user journey.
There is no universal GEO markup. The work focuses on indexability, clear answers, coherent entities, evidence, internal linking and structured data that accurately reflects visible content.
When a claim, source, URL or language edition changes, or search observations no longer match the studied scope. Repeat access and content checks, then compare engine, query, language and date. A single citation establishes neither lasting visibility nor a business effect.
Govern and maintain a useful content library
Google Search Central — Helpful, reliable, people-first content
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