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Ballarat's Fight to Replace Fake Images in Its Digital Heritage Record Puts It Ahead of Most Regional Cities — But Not All

Cultural institutions across the city are quietly auditing their online collections to root out AI-generated and stock-photo substitutes, and the effort is drawing comparisons to similar drives in Bendigo, Geelong and even overseas.

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By Ballarat News Desk · Published 5 July 2026, 5:26 am · 4 min read ·

Updated 5 July 2026, 1:56 pm

Ballarat's Fight to Replace Fake Images in Its Digital Heritage Record Puts It Ahead of Most Regional Cities — But Not All
Photo: Photo by Kai-Chieh Chan on Pexels

Ballarat has a problem hiding in plain sight. Across municipal websites, tourism portals and publicly funded digital archives, photographs labelled as authentic historical images are sometimes nothing of the sort — replaced at some point by stock imagery, AI-generated facsimiles or generic regional placeholders that bear no relation to the specific places or objects they claim to represent. The City of Ballarat and several of its cultural institutions have begun a coordinated audit to identify and replace these duplicate or substitute images, a process that archivists and collections managers have been pushing for since at least 2024.

The timing matters. Heritage tourism is one of the few genuinely growth sectors in the central highlands economy, with Sovereign Hill attracting visitors who expect authentic material. When the images anchoring that story are generic or fabricated, it erodes the credibility of the whole offer — particularly as travellers increasingly cross-reference what they see online before they commit to a visit. The Ballarat Heritage Precincts Plan, adopted by council in 2023, explicitly committed to improving the accuracy and provenance of digital heritage content across Sturt Street and the Eureka precinct, but implementation has moved slowly.

What Ballarat Is Actually Doing

The Museum of Australian Democracy at Eureka — known as MADE, at 102 Stawell Street — began a collections digitisation review in early 2026 that included a pass specifically targeting images flagged as low-confidence originals. The Ballarat Library's local history collection, held at the Mair Street branch, is running a parallel process with the Public Record Office Victoria, cross-referencing digital assets against physical negatives and glass plates held in storage. Both programs are modest in scale. Neither institution has publicly disclosed a completion date or a budget figure for the work.

The Ballarat Art Gallery on Lydiard Street North — formally the Art Gallery of Ballarat, one of the oldest regional galleries in Australia — is further ahead. Gallery management has been working since mid-2025 to audit its online catalogue, which carries thousands of entries, some of which were populated during a rapid digitisation push in the early 2010s when image sourcing was less rigorous. The gallery has not confirmed how many images have been replaced or are pending replacement.

How This Compares Elsewhere

Bendigo provides the most direct regional benchmark. The Bendigo Art Gallery and the City of Greater Bendigo undertook a joint digital provenance audit in 2024 — the first of its kind among Victorian regional councils — and publicly reported that around 340 catalogue entries had been updated or corrected as a result. That figure, released through a council transparency report, gave Bendigo a concrete accountability marker that Ballarat has not yet produced.

Internationally, the comparison is instructive. The city of Lowell in Massachusetts — population roughly 115,000, a post-industrial heritage city with strong similarities to Ballarat's gold-era identity — completed a full audit of its digital heritage collections in 2023 under a Library of Congress digitisation grant. Lowell's public library system replaced more than 800 substitute or low-resolution images with verified originals. Closer to home, Geelong's heritage collections team has integrated image provenance checks into its standard acquisition workflow, meaning the problem is caught before it embeds rather than cleaned up after the fact.

Ballarat is not the worst-performing city in this space — far from it. But its effort remains reactive rather than systemic, and the absence of a single published audit outcome means accountability is thin. A council budget allocation of any size specifically for digital collections integrity has not appeared in any publicly available City of Ballarat budget document reviewed for this article.

For residents and researchers using the Mair Street library's online catalogue or visiting MADE's digital exhibits, the practical advice is straightforward: treat any historical image without a stated provenance, accession number or original source as unverified. Both the State Library of Victoria and the Public Record Office Victoria hold authenticated Ballarat-specific material that can be searched directly. As the institutions here work through their backlogs, the gap between what is labelled and what is genuine should narrow — but that process will take well into 2027 at current pace, based on the scale of what Bendigo found when it ran the same exercise a year earlier.

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