Buyer voice (the homeowner corpus)
The 2,037-quote corpus is sourced from public-facing platforms where Australian homeowners describe trade experiences in their own words. We use only publicly-visible content. Approximate share of the corpus shown for each.
Australia's largest consumer-tech and home-services forum. Long-form threads with operational detail.
Discussion threads with strong moderator-driven civility and detailed experience sharing.
Verified-purchase reviews tagged by service category, with operator response visibility.
Operator-specific reviews indexed via business listings, weighted toward localised experience.
Consumer-advocate driven discussion with dispute focus.
High signal on regional variance and recommendations — harvested only from public posts.
Higher technical depth on building, renovation, and trade selection.
Topical, often triggered by major regulatory or industry news.
Counterweight to consumer voice — the operator perspective on common buyer mistakes.
Aggregated public summaries; we do not access individual complaint records.
Long-tail of specialised sources, each contributing small absolute volume.