TELESCOP RESEARCH
AI Search Visibility in Italia — Reproducibility Package
Methodology v1.0
Published: 2026-09-06

FILES

panel-500.csv
Complete frozen panel: 480 non-branded queries + 20 control queries.

panel-nonbranded-480.csv
Main research panel used for primary unprompted-brand metrics.

panel-controls-20.csv
Brand-seeded control panel. Controls are excluded from the primary
unprompted commercial-brand visibility metrics.

manifest.json
Panel-generation methodology, sector/intent quotas, selection rules,
version and frozen hashes.

panel-SHA256SUMS.txt
SHA-256 checksums for the frozen panel artifacts.

source-normalization-v1.json
Versioned normalization configuration used by the source-analysis layer.

research-public-methodology-v1.1.json
Machine-readable public methodology metadata.

research-metrics-v1.json
Versioned aggregate research-metric metadata.

research-brand-metrics-v1.2.json
Versioned commercial-brand metric definitions and methodology metadata.

analysis-scripts-SHA256SUMS.txt
SHA-256 hashes of the frozen analysis scripts used for the brand/entity
classification and metric-production pipeline.

NOT INCLUDED

Raw AI responses, internal database files, API credentials and operational
provider data are not included in this public package.

PRIMARY RESEARCH URL

https://telescop.it/research/ai-search-visibility-italia/

METHODOLOGY

https://telescop.it/research/ai-search-visibility-italia/methodology/