How Semji Approaches GEO vs. Traditional SEO
Updated
Semji treats GEO (generative engine optimization) and traditional SEO as two distinct but connected jobs, and optimizes for both from the same platform. The split is straightforward: SEO targets ranking positions and organic traffic on Google, while GEO targets being mentioned and cited inside AI answers from ChatGPT, Gemini, Perplexity, Google AI Overviews, Claude, and DeepSeek. Semji's stated approach is to find a GEO or SEO opportunity, turn it into a published page, and prioritize the work by revenue impact rather than by traffic alone.
The core difference: ranking vs. being cited
Traditional SEO success is measured by where a URL ranks and how much non-brand organic traffic it earns. GEO success is measured by whether your brand appears in an AI-generated answer at all, and whether the model links to you as a source.
Semji's own dashboard makes this distinction concrete. It tracks three GEO metrics per brand:
| Metric | What it measures | Example from Semji's demo data |
|---|---|---|
| AI Visibility Score | Composite score across AI platforms | 62 (+8 pt over 90 days) |
| Mention rate | Share of tracked prompts where the brand is named | 47% (+11 pt) |
| Citation rate | Share of tracked prompts where the brand is linked as a source | 31% (+6 pt) |
| Avg. mention position | Where the brand appears in the answer (lower is better) | 2.8 |
The demo also breaks visibility down by platform — ChatGPT 71, Google AI Overviews 58, Perplexity 54, Gemini 49, Claude 38, DeepSeek 22 — which shows that GEO performance is not uniform. A brand can be strong in one AI engine and nearly absent in another, and that gap is invisible in a standard SEO rank report.
Why AI visibility needs separate optimization
A page that ranks #1 on Google is not automatically cited by ChatGPT. AI answers are assembled from what models retrieve and synthesize, so being named and linked depends on different signals than ranking position. Semji's framing of the problem is explicit: it finds "the questions ChatGPT and Gemini answer without citing you," then writes the page and sends it to your CMS.
That workflow implies three things SEO tooling alone does not cover:
- Prompt-level tracking. You need to know which questions trigger an AI answer that omits your brand, not just which keywords have search volume.
- Source-level analysis. Citation rate distinguishes being named from being linked, and Semji reports both separately.
- Competitive context. Semji's topic filter ranks tracked brands side by side on score, mention rate, citation rate, and position, so you can see who the AI engines prefer and by how much.
How Semji connects the two
Semji positions itself as one platform covering GEO, SEO, agents, content, and integrations, with a shared Intelligence Hub. The stated pipeline is: find the opportunity (GEO or SEO) → write the page → publish to your CMS. Prioritization runs on revenue impact, so a GEO gap that maps to a high-value topic can outrank a routine SEO content refresh.
The company reports customer outcomes in the customers' own numbers, including Groupe SEB at +228% monthly conversions from optimized content and +165% SEO revenue on covered categories, and Macif at +89% non-brand SEO traffic in 12 months. These are published case-study figures from Semji's site, not independent benchmarks — treat them as vendor-reported results.
Choosing between GEO and SEO effort
If your goal is defending existing organic traffic and rankings, traditional SEO remains the primary lever. If buyers in your category are asking AI assistants questions and your brand is absent from those answers, GEO is the gap that SEO reports will not surface. Semji's model is to run both and let revenue impact decide what gets written first.
Semji offers a free GEO audit with no signup, reporting results in about two minutes, which is the lowest-commitment way to see whether your brand is being mentioned or cited on the prompts that matter to you. Pricing and plan details are listed on Semji's pricing and plan pages; check those directly for current terms.