Method

How we measure and optimise

Several answers per question and AI service, our own platform, and a plain-language report every month.

Statistics

One answer is chance

The same question does not get the same answer every time. So we ask several times a day and work with a margin of error.

127 answers from ChatGPT, 28 of them name Expat Savvy
 names Expat Savvy does not name Expat Savvy

One dot per answer, 3 October 2026 and 4 October 2026. The order is shuffled.

The more answers, the narrower the range

  1. One answer a day, after two daysWorked example: 1 of 2 answers names you

    50%, range 9% to 91%

  2. 3 Oct: 22 answers

    27%, range 13% to 48%

  3. 3 Oct and 4 Oct: 127 answers

    22%, range 16% to 30%

We only report a change when it is bigger than the range. Then it is real.

Optimisation

How we optimise

We strengthen your visibility in the sources AI trusts. In four steps, with Expat Savvy as the example.

  1. 01

    We see where AI gets its knowledge.

    For your questions we record which sources each engine reads and cites.

    ChatGPTGeminiAI OverviewClaude
    expat-savvy.ch21754147
    bag.admin.ch48858
    en.comparis.ch1631184
    moneyland.ch1619244
    reddit.com06300
    iamexpat.ch015512

    The most cited sites in the answers about Expat Savvy, by engine. Real data, 3 October 2026 to 4 October 2026.

  2. 02

    We find the sources that count.

    We rank the sources by how often they are cited, on how many engines and for which competitors. The gap: sites cited for competitors and rarely for you.

    1. 1bag.admin.chAuthority69 answers, on 4 of 4 engines
    2. 2en.comparis.chCompetitor69 answers, on 4 of 4 engines
    3. 3moneyland.chCompetitor63 answers, on 4 of 4 engines
    4. 4reddit.comForum36 answers, on 2 of 4 engines
    5. 5iamexpat.chEditorial32 answers, on 3 of 4 engines
    6. 6mustachianpost.comBlog31 answers, on 3 of 4 engines

    Third-party sites by citations and number of engines.

  3. 03

    We make sure you appear there.

    In concrete terms, and always openly:

    • Listings on directories and comparison sites
    • Editors of best-of lists and guides
    • Review platforms with real customers
    • Expert quotes and press
    • Helpful, openly disclosed answers in forums and communities
    • Partnerships
    • Your own pages, written for the exact follow-up searches the engines run

  4. 04

    We measure whether it works.

    Before and after, per engine, with error ranges, in the monthly report.

    A diagram, not measured values: how the report shows a change per engine.

We work openly: no bought reviews, no fake profiles, no hidden advertising.

Plus the technology: llms.txt, structured data, access for AI crawlers, fast pages and an agent-ready profile through agentready.ch.

Platform

Built, not rented

Our own platform, developed in-house. No bought-in tracking software, no resold licence.

We get the answers directly from the models’ APIs or through specialised data providers. Everything after that is our own software: collecting, storing every raw answer, the analysis of mentions and recommendations, the quoted passages, the follow-up searches, the statistics with error ranges, the dashboard and the reports.

Developed in Switzerland.

  1. 01

    Questions

    set for each client

  2. 02

    Engines

    • ChatGPTapp
    • Geminiapp
    • Google AI Overview
    • Claude Sonnet 5.5API

    more models as extras

  3. 03

    Raw answers stored

    every answer, with model and location

  4. 04

    Analysis

    mentions, recommendations, quotes, follow-up searches

  5. 05

    Statistics

    error ranges

  6. 06

    Dashboard and monthly report

    for you and your team

Answer logReal entries from the tracker, without the time of day.
DayEngineAccessModelLocationScopeResult
04.10.ChatGPTAppSwitzerlandAll answers of the day105 answers, 21% name Expat Savvy
04.10.GeminiAppSwitzerlandAll answers of the day105 answers, 61% name Expat Savvy
04.10.AI OverviewGoogle SearchSwitzerlandAll answers of the day47 answers, 62% name Expat Savvy
04.10.ClaudeAPIZurichAll answers of the day42 answers, 36% name Expat Savvy
04.10.ChatGPTAppgpt-5-6SwitzerlandOne answerExpat Savvy: Listed
04.10.GeminiApp3.5 Flash-LiteSwitzerlandOne answerExpat Savvy: Recommended
04.10.AI OverviewGoogle SearchSwitzerlandOne answerExpat Savvy: Recommended
04.10.ClaudeAPIclaude-sonnet-5-5ZurichOne answerExpat Savvy: Recommended
  • answers analysed
  • engines live

Dashboard

Your dashboard

Everything we measure is in your dashboard. Every month we sum it up in a report in plain words. Access is part of the service.

Demo in the first meeting

Sample data, not measured · Example: client and figures invented

  1. 01

    Overview

    How often each engine names and recommends you, with the margin of error and the number of answers.

  2. 02

    Sources and outreach

    Which sites the engines cite, engine by engine, and the list of third-party sites where outreach starts.

  3. 03

    Every question, every engine

    Every question on every engine: where you are named, and where you are not.

  4. 04

    One answer

    Every raw answer, with the mentions marked and the quoted passages beside it.

05

Monthly report

What changed, what we did and what comes next.

Models

Every model that counts for you

We set anewera up for each company, with the models its customers use. Four are live today, and we add more for you.

Live today

  • liveChatGPTapp
  • liveGeminiapp
  • liveGoogle AI Overviewin Google Search
  • liveClaude Sonnet 5.5API with web search, location Switzerland

Additional, set up for you

  • additionalClaude Opus 5.5
  • additionalGPT-6 AstraOpenAI, via the API
  • additionalGoogle AI Mode
  • additionalPerplexity
  • additionalMicrosoft Copilot
  • additionalGrok
  • additionalMistral Le Chat
  • additionalChinese modelsDeepSeek, Qwen, Kimi and Doubao

Let us find out what AI says about you.

In the first meeting we look at your market together. Free, 30 minutes, no obligation.

Book a first meetingor the free AI check