Provenance helps collection holders make visual collections easier to find and use while source records stay authoritative.

Start with one collection, one representative sample, and one defined problem.

Source recordREC-0842

Commercial street, tram rails, wet paving, c. 1930

Conf 0.94
ApproveEditReject
Semantic projectionUMAP · 2D · n=130
Behind the scenes

In a Provenance workflow, a model can propose a caption, labels, and a confidence score from each source record. A curator can review those fields before they are reused. Approved records can then support semantic search and related-image browsing.

Schematic. Record identifiers, captions, and cluster counts are illustrative. They are not live data.
01/Reference project

MTL ArchivesA collection people can search.

A public search and browsing system built from Montréal’s open photographic datasets while keeping the source record intact.

13,499 records

in the production collection

June 2026 audit

[ View the case study]
Screenshot of the MTL Archives homepage: the headline “Montréal, couche par couche”, a search field, and a grid of historical aerial photographs of Montréal.
02/How we handle collections

Keep the source intact.

Generated fields can support search and research without replacing the source record. Each layer stays separate, reviewable, and traceable.

  1. 01

    // Source

    Original files, identifiers, and metadata remain intact.

  2. 02

    // Enrich

    OCR, captions, and search details are added beside the source record.

  3. 03

    // Review

    People can inspect, correct, accept, or reject generated information.

  4. 04

    // Use

    Approved information can support search, research, interfaces, and exports.

03/Start small

Start with a bounded pilot.

Before a larger implementation, we work with a representative slice of the collection and one clearly defined problem.

Who is behind Provenance

Led by Wielfried Zouantcha, creator of MTL Archives.

  • 01

    One collection and one defined use case

  • 02

    A representative sample of up to 2,000 records, subject to data review

  • 03

    Two weeks after data access and scope agreement

  • 04

    A documented assessment and a working prototype or structured output

Contact

Tell us what you are working with.

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