What offer information we found on ten company websites.
Data appendix to the Pribbly pilot of 1 November 2026. Ten purposefully selected target websites, nine of which could be evaluated for content.
The study looks at selected offer and contact pages. A missing piece of evidence in these documents does not mean the information is missing from the entire website. The selection is not representative; formal SME size criteria were not checked.
The observed price paths.
| Finding | Target websites | What follows from this |
|---|---|---|
| Numerical price for a described service | 4 | Scope and surcharges belong in the price comparison. |
| Individual quote path explicitly explained | 2 | The amount is determined once the job has been clarified. |
| Reference to further price or booking content | 3 | The target content was not confirmed in this pilot. |
| Access not evaluable | 1 | The content remains unknown. |
We did not send any enquiries or make any bookings. This pilot assesses neither the quality of the companies nor the performance of all AI agents.
Observations and sources per website.
Open an entry to see the seven separate criteria, the respective source pages and the time of observation. There is no overall score.
VeloplusSwitzerland
- Provider
- Observed
Name and location are legible in the selected document.
Checked source page - Services
- Observed
Specific repairs and installations are described individually.
Checked source page - Price or quote path
- Amount observed
Price example for tyre/inner tube; further work via effort/quote path.
Checked source page - Requirements
- Observed
For e-bike repairs, a limited list of motors is given.
Checked source page - Contact
- Direct contact observed
Email and phone number on the checked contact page.
Checked source page - Next step
- Appointment link; not executed
Appointment reference available; booking process not opened or executed.
Checked source page - Structured data
- Not observed in checked documents
JSON-LD and microdata were examined, not semantic correctness, rich result eligibility or a complete website.
Checked source page
HiltlSwitzerland
- Provider
- Observed
Name, Zurich address and contact are legible.
Checked source page - Services
- Observed
Restaurant, buffet and courses can be told apart.
Checked source page - Price or quote path
- Reference only; target not checked
Menu PDF linked; PDF and prices contained not checked in this HTML pilot.
Checked source page - Requirements
- Not sufficiently checked
Conditions for specific reservations lie outside the selected pages.
Checked source page - Contact
- Direct contact observed
Direct email and phone number legible.
Checked source page - Next step
- Widget reference; not executed
Reservation label and Aleno iframe in the HTML; no availability or bookability tested.
Checked source page - Structured data
- Observed
JSON-LD and microdata were examined, not semantic correctness, rich result eligibility or a complete website.
Checked source page
Gerold Kälin AGSwitzerland
- Provider
- Observed
Name and Glarus address are legible.
Checked source page - Services
- Observed
Specific woodwork and product types listed.
Checked source page - Price or quote path
- Quote path explained
Explicit path to an individual quote, no fixed amount claimed.
Checked source page - Requirements
- Not observed in checked documents
No separate list of enquiry requirements observed in the checked homepage text; subpages not fully checked.
Checked source page - Contact
- Direct contact observed
Email and phone directly legible.
Checked source page - Next step
- Contact intended
Contact/quote path observed; no self-service appointment action in the checked document.
Checked source page - Structured data
- Observed
JSON-LD and microdata were examined, not semantic correctness, rich result eligibility or a complete website.
Checked source page
Hotel LuiseGermany
- Provider
- Observed
Name, address and Erlangen location legible.
Checked source page - Services
- Observed
Room categories and hotel offers described in concrete terms.
Checked source page - Price or quote path
- Reference only; target not checked
External SIHOT booking path linked; no travel dates entered, so no rate confirmed.
Checked source page - Requirements
- Not sufficiently checked
Price/booking conditions in the external process not checked.
Checked source page - Contact
- Direct contact observed
Email and phone directly legible.
Checked source page - Next step
- External booking link; not executed
Link to SIHOT observed, without testing availability or reservation.
Checked source page - Structured data
- Observed
JSON-LD and microdata were examined, not semantic correctness, rich result eligibility or a complete website.
Checked source page
Fahrschule SchlegelGermany
- Provider
- Observed
Name and Düren/Niederzier/Aachen locations legible; no register check.
Checked source page - Services
- Observed
Driver training and simulator training described.
Checked source page - Price or quote path
- Reference only; target not checked
Price overview linked, not retrieved within the limited page scope. Advertised savings are not a confirmed training price.
Checked source page - Requirements
- Not sufficiently checked
Legal training requirements not checked; statements about future rules not adopted.
Checked source page - Contact
- Reference only; target not checked
Contact page linked, contact details there not checked.
Checked source page - Next step
- Personal registration described
Personal next step instead of a claimed online appointment booking.
Checked source page - Structured data
- Not observed in checked documents
JSON-LD and microdata were examined, not semantic correctness, rich result eligibility or a complete website.
Checked source page
fluidbikeAustria
- Provider
- Observed
Brand and Vienna workshop address legible.
Checked source page - Services
- Observed
Repair, maintenance and service packages described.
Checked source page - Price or quote path
- Amount observed
Basic service price available; additional material costs are mentioned.
Checked source page - Requirements
- Observed
Material is charged extra; elaborate work/spare part orders require further assessment.
Checked source page - Contact
- Direct contact observed
Email and phone directly legible.
Checked source page - Next step
- Explicit placeholder
Appointment area explicitly announced; no executable appointment action observed in the checked HTML/browser test.
Checked source page - Structured data
- Not observed in checked documents
JSON-LD and microdata were examined, not semantic correctness, rich result eligibility or a complete website.
Checked source page
Fahrschulen RAINERAustria
- Provider
- Observed
Name and Vienna locations legible.
Checked source page - Services
- Observed
Licence categories and packages clearly separated.
Checked source page - Price or quote path
- Amount observed
Package price next to the B offer and further driving lesson prices legible; no individual final price calculated.
Checked source page - Requirements
- Observed
Package scope and 50-minute lesson are explained in concrete terms; full admission requirements not checked.
Checked source page - Contact
- Direct contact observed
Email directly in the checked document.
Checked source page - Next step
- Registration link; not executed
Registration linked; no appointment or availability process executed.
Checked source page - Structured data
- Not observed in checked documents
JSON-LD and microdata were examined, not semantic correctness, rich result eligibility or a complete website.
Checked source page
EK KüchenSwitzerland
- Provider
- Access not evaluable
Content not assessed due to access response.
Checked source page - Services
- Access not evaluable
Content not assessed due to access response.
Checked source page - Price or quote path
- Access not evaluable
Content not assessed due to access response.
Checked source page - Requirements
- Access not evaluable
Content not assessed due to access response.
Checked source page - Contact
- Access not evaluable
Content not assessed due to access response.
Checked source page - Next step
- Access not evaluable
Content not assessed due to access response.
Checked source page - Structured data
- Access not evaluable
JSON-LD and microdata were examined, not semantic correctness, rich result eligibility or a complete website.
Checked source page
Änderungsschneiderei Anna MagzanovGermany
- Provider
- Observed
Name and Niederneisen address legible.
Checked source page - Services
- Observed
Alterations, shoe repairs and other services listed concretely.
Checked source page - Price or quote path
- Amount observed
Starting prices and individual effort limits described; no general fixed price claimed.
Checked source page - Requirements
- Observed
For larger jobs, a prior inspection is required.
Checked source page - Contact
- Direct contact observed
Email, phone and contact form reference on the checked contact page.
Checked source page - Next step
- Contact intended
Contact/visit path available; no separate online slot booking observed within the checked scope.
Checked source page - Structured data
- Observed
JSON-LD and microdata were examined, not semantic correctness, rich result eligibility or a complete website.
Checked source page
Schuhservice YildizAustria
- Provider
- Observed
Name and address in 1020 Vienna legible.
Checked source page - Services
- Observed
Types of repair and consultation process described in concrete terms.
Checked source page - Price or quote path
- Quote path explained
Binding price information after inspection and before the order explicitly explained.
Checked source page - Requirements
- Observed
A reliable assessment requires the actual pair of shoes.
Checked source page - Contact
- Direct contact observed
Email and phone directly legible.
Checked source page - Next step
- Contact intended
Enquiry path with pre-filled request available; no slot booking claimed.
Checked source page - Structured data
- Observed
JSON-LD and microdata were examined, not semantic correctness, rich result eligibility or a complete website.
Checked source page
Methodology and data to reproduce the results.
The selection comprises four targets from Switzerland and three each from Germany and Austria. Three candidates that were initially not technically evaluable were replaced once. One replacement target remained blocked with HTTP 403 on retrieval and is not assessed for content.
The main run consisted of deterministic HTML fetches and an evidence check. For two websites, visible pages were also read in the browser. Both browser tasks were carried out by the same Codex agent. The results do not prove a success rate for ChatGPT, Claude or other models.
Pribbly carried out this study as an agency project in development. The planned offer includes websites and customer workflows. We disclose this business interest. The evaluation is not an independent agency comparison.