Liffner: AI search becomes a measurable traffic channel
From 65 to 1,004 monthly visits from AI assistants — over 15× growth. Human referral traffic, February–September 2026.
Company
Liffner is a Stockholm-based leather goods brand known for sculptural handbags and small leather accessories, crafted in Italy. Its website is where shoppers explore the collection and choose what to buy. Explore Liffner.
For Liffner, AI search was becoming another way for shoppers to find the brand. But the marketing team had no reliable measurement of what was working and what was not. They needed to understand discovery, website activity and conversions — and turn that understanding into work.
The challenge
The team could not confidently answer a simple question: what is working, what is not, and what should we do next?
- Liffner needed a reliable view of visits from AI assistants and the actions those visitors took.
- Which pages were getting attention from AI bots and agents, and which were being overlooked?
- Where did the brand appear in answers, and where were the gaps?
- Which SEO and AEO tasks should the team act on next?
What LightSite AI implemented
LightSite gave Liffner intelligence, analytics and execution — not another place to look at numbers.
An AI-ready website
LightSite put the technical foundation in place: an AI-ready version of the website, served automatically to bots. The setup happens in minutes, without turning it into a long website-rebuild project. See the AI-ready website layer.
Intelligence: understand where the opportunities are
AI-search intelligence brings together mentions across ChatGPT, Gemini, Perplexity and Claude with a view of where the brand is appearing and where it is missing. For Liffner, that meant a baseline to work from and a clearer basis for deciding what to tackle next. Explore AI-search intelligence.
Analytics: see what happens on the site
LightSite connected impressions from AI — how bots and agents consume the content — with visits from people arriving through AI assistants. The team could separate AI reading the site from people visiting it, understand which pages received attention, and follow on-site actions rather than looking only at mentions. Explore impressions from AI and on-site agent actions.
Execution: get the work done
LightSite also provided execution of SEO and AEO tasks, informed by that intelligence and measurement. This is the difference between finding a gap and doing something about it: the platform handles work such as content creation and outreach, with the team reviewing and approving the tasks. It does the work and owns the outcome, instead of leaving the marketing team with another list of recommendations. See how execution works.
For Liffner, the engagement connected understanding, measurement and action in one workflow. See how the three layers work together.
Case-study highlights
- Human visits from AI assistants
- 4,687
- Since tracking began on 29 January 2026
- Unique visitors
- 3,899
- Across the same tracking period
- Recorded conversion events
- 247
- Equivalent to 5.3% of visits
- September AI-referred visits
- 1,004
- Up 14.5% from August 2026
- September converted visits
- 62
- 6.2% of September’s 1,004 visits
From visibility to a measurable channel
AI search is becoming a real acquisition channel for Liffner. Monthly visits from AI assistants grew more than fifteenfold between February and September 2026. Since tracking began, LightSite has measured 4,687 AI-referred visits and 247 conversion events — giving Liffner a clear view of the traffic and actions coming from AI discovery.
Liffner’s recorded traffic from AI assistants grew from 65 visits in February to 1,004 in September 2026. September also recorded 62 conversion events, showing that this channel is delivering more than visibility: people are arriving and taking tracked actions.
ChatGPT mentions
The latest ChatGPT test, on 16 September 2026, mentioned Liffner in 5 of 20 tested questions — a 25% mention rate.
Why it worked
LightSite gave Liffner a connected way to work: understand where the brand stands, see what happens on the website, and execute the next SEO and AEO tasks. The team no longer had to rely on guesswork or stop at a report. Measurement became an input to the work, not the end of it.
LightSite brings together an AI-ready website in minutes, measurement of impressions from AI — how bots and agents consume your content — and full execution of SEO and AEO tasks. Mentions across ChatGPT, Gemini, Perplexity and Claude are one signal alongside observed website activity. You review and approve execution; LightSite does the work, with receipts and re-measurement.
Explore how LightSite works, on-site agent journeys or the Sima Brand case study and more customer stories. Run the free GEO checker or start free.