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GERMANY · BERLINB2B SAAS · LOGISTICS TECHSEO · GEO/AEOCONTENT2025–2026

B2B SaaS: +212% organic and 41% of leads from AI search

+212%
ORGANIC TRAFFIC IN 6 MONTHS
41%
OF LEADS FROM CHATGPT & PERPLEXITY
−57%
BLENDED CAC
68
KEYWORDS IN TOP-3
B2B platform: +212% organic, leads from ChatGPT
PROBLEM

Paid CAC didn’t add up, organic was invisible

At €380 CAC from LinkedIn and a €90/mo starting plan, payback took over a year. Organic brought 4% of signups: the site had 12 pages, no blog, and competed against content giants. Meanwhile, their buyers had started asking ChatGPT which freight software to choose — and the brand never appeared in answers.

CAC €380 against a €90/mo entry plan — 13-month payback;
12-page website against competitors with 400+ indexed pages;
Zero visibility in ChatGPT, Perplexity and AI Overviews;
No content infrastructure: blog, docs and cases lived in PDFs.
SOLUTION · 6 MONTHS

Content clusters for Google — structured facts for AI

We built the organic channel from zero with a dual target: classic rankings and AI citability. Every page was designed as both a search result and a source LLMs can quote.

MONTH 1
Technical base
Next.js SSR fixes, Core Web Vitals, index hygiene, Schema.org: Organization, Product, FAQPage on every template.
MONTHS 2–3
Content clusters
3 pillar pages + 28 cluster articles from real sales questions; comparison and pricing pages with extractable facts.
MONTHS 3–4
GEO/AEO layer
Quick-answer blocks, llms.txt, stats with sources, brand mentions in industry directories and review platforms LLMs retrieve.
MONTHS 5–6
Authority & scale
Digital PR: industry report with citable data earned 40+ referring domains; German-language cluster launched.
RESULT · 6 MONTHS

Organic and AI became the cheapest channel

METRICBEFOREAFTERCHANGE
Organic sessions / month 2,100 6,550 +212%
Keywords in top-3 4 68 ×17
Inbound leads from AI search 0% 41% NEW CHANNEL
Blended CAC €380 €163 −57%
Demo requests / month 31 117 ×3.8
“The strangest KPI meeting of my life: our best-converting ‘channel’ turned out to be ChatGPT. Pifagor saw that shift a year before we did and built for it.”
Head of Growth B2B SAAS · BERLIN
FAQ

Frequent questions

Didn’t find your answer — ask on Telegram, we reply within 2 hours.
How long did it take to see organic traffic results?
Organic sessions grew 212% within six months, from 2,100 to 6,550 a month, and keywords ranking in the top 3 went from 4 to 68 over the same period. The technical fixes, content clusters and GEO/AEO layer were built as one connected system rather than sequential add-ons.
How do you measure success for an AI-search / GEO campaign?
The same way as any channel, plus one AI-specific metric: organic sessions, top-3 keyword rankings, and the share of inbound leads attributed to ChatGPT, Perplexity and AI Overviews. That share went from 0% to 41% of leads within six months, alongside a 57% drop in blended CAC.
Does GEO/AI-search optimization work for a niche B2B product, not just consumer brands?
Yes: this case is a freight-management SaaS, about as niche as B2B gets. Structuring pillar and cluster content around real sales questions, adding FAQPage schema and publishing an llms.txt file made the brand citable in ChatGPT and Perplexity, producing 41% of inbound leads from AI search.
What was the biggest challenge in this project?
Competing against content giants from a 12-page website with no blog. Instead of trying to out-publish larger competitors, we built 3 pillar pages and 28 cluster articles around questions the sales team already heard, plus a digital PR report that earned over 40 referring domains.
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