Student Work

What participants build here stays useful long after the workshop ends

Each project on this page started as a workshop assignment and became a reference-grade piece of SEO analytical work.


Selected work from workshop participants

These projects were completed during structured workshops at Suranebot. They reflect real analytical problems — messy data, unclear briefs, and actual websites — not synthetic exercises built to look clean.

Keyword Research

Gap analysis for a B2B SaaS platform

Torben compared organic keyword coverage across four competing project-management tools and identified 380 commercial-intent queries not targeted by any of them. The deliverable includes a segment-by-segment table with estimated monthly search volume and difficulty scores from Ahrefs.

Torben Aarup
Workshop: Keyword Research Methods
Performance

Core Web Vitals remediation for a news media site

Sakura diagnosed an LCP of 6.8 s on mobile and traced it to render-blocking third-party scripts and an unoptimised hero image pipeline. The report maps each issue to its Lighthouse audit ID and proposes fixes ordered by implementation difficulty and expected score impact.

Sakura Reinholt
Workshop: Page Experience & Rankings
Local SEO

Multi-location strategy for an Alberta automotive chain

Ilkka built a Google Business Profile optimisation plan and citation cleanup workflow for eight locations across Alberta. The project also proposes a landing page template structure that avoids duplicate content while maintaining location-specific relevance signals.

Ilkka Nieminen
Workshop: Local Search Optimisation
Architecture

Internal link rebuild cutting crawl depth from six to two

Mirela mapped PageRank flow across a 4,000-page content site, identified orphaned clusters, and proposed a topic-hub structure that brings all priority pages within two clicks from the homepage. The deliverable includes a before/after crawl depth histogram and anchor-text diversity analysis.

Mirela Vukic
Workshop: Site Architecture
Content Strategy

Intent mapping across 620 queries for an HR technology brand

Dónal classified 620 target queries by intent type and SERP feature presence, then used the resulting matrix to reprioritise an editorial calendar. The project shows how intent mismatches between existing content and target queries were reducing click-through rates from featured snippets.

Dónal Quigley
Workshop: Content & Search Intent
Link Building

Backlink gap study in the Canadian legal services vertical

Oksana audited referring domain quality across three competing firms and found publications covering topics adjacent to their practice areas without linking to any of them. The project produces a tiered outreach list with publication contact paths and content angle recommendations for each prospect.

Oksana Brik
Workshop: Off-Page SEO & Link Signals

How workshop assignments become portfolio pieces

Assignments at Suranebot are structured around actual websites and data sets, not invented scenarios. Each stage produces a deliverable that participants can include in a professional portfolio without modification.

Brief and data handoff

Each participant receives a real brief based on an anonymised client scenario — including raw crawl exports, Search Console data, or a live competitor landscape to analyse. The brief specifies the business context and the questions that need answering, not the method for answering them.

Independent analysis with tool access

Participants work through the problem using Ahrefs, Screaming Frog, Looker Studio, and Google Search Console — the same stack used in agency and in-house SEO roles. Instructors are available for questions but do not direct the analysis or provide conclusions.

Structured peer review

Completed projects go through a two-round review — first by two peers using a technical rubric, then by the workshop lead. Reviews focus on whether the reasoning holds up when the data is examined directly, not on presentation quality or word count.

Revision and portfolio submission

After incorporating review feedback, the final version is submitted for the portfolio archive. Projects that meet the technical quality threshold — clear methodology, reproducible findings, honest limitations — are listed here for reference by future participants and employers.


What these projects demonstrate about the workshops

Tool fluency over theory recall

Every project shows a participant navigating real tool interfaces, interpreting ambiguous outputs, and making judgements with incomplete information — the actual conditions of SEO work.

Reasoning that survives scrutiny

Projects are accepted into the portfolio only when the analysis holds up to direct examination of the underlying data. Conclusions that cannot be traced back to specific data points are revised before submission.

Deliverables in professional format

Each submission follows the document structure common to agency audits and in-house reporting — executive summary, methodology, findings, prioritised recommendations, and appendix data. Format is taught alongside analysis technique.

Suranebot specificity across verticals

The projects cover e-commerce, SaaS, local services, media, and professional services — intentionally. Participants work in verticals they have not previously encountered, which surfaces how much analytical technique transfers across contexts.

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portfolio projects from the current cohort, each addressing a different SEO discipline
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review rounds before a project enters the public portfolio archive
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industries represented across the current project set

Suranebot has been running workshop programmes since 2016. The portfolio archive is updated at the end of each cohort — projects from earlier cohorts are available on request for employers reviewing participant backgrounds.

Upcoming workshops