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Getting Qubi ready.
Media & Publishing

The archive,
finally findable.

AI content tagging reads text, images and video and assigns subjects, people, places and events from your own taxonomy, so a media archive can be searched by meaning instead of by whatever keyword someone typed in 2004.

All Media & Publishing →
Pixel illustration for Archive Search: a local server cabinet with an ownership key.

Why archives go dark

Every title has the same archive problem in a different shape. Copy migrated through three CMS generations, each with its own tag scheme. Photography sits in a DAM with captions but no subject codes. Broadcast footage is logged by programme and date, not by who appears in it. The material exists; the index does not.

We fix the index rather than the storage. Models read each item, whether article, image or clip, and propose tags drawn from a controlled vocabulary: your house taxonomy, IPTC Media Topics and IPTC Photo Metadata fields, and a people-and-places authority list. Alongside the tags, each item gets an embedding so the archive can be searched by meaning: “council housing disputes in the 1990s” finds stories that never used those words.

Tags are proposals until the archive team accepts the rules. Low-confidence suggestions, and anything naming a living person in a sensitive context, go to a review queue rather than straight into the record.

What it handles

01

Text archive tagging

Subjects, entities and events extracted from articles back to the earliest digitised issue, mapped to one vocabulary across every CMS migration.
02

Photo and video description

Multimodal models describe scenes, read on-screen text and transcribe speech, so footage is searchable by what happens in it, written back to your DAM fields.
03

Semantic archive search

One search box for reporters, researchers and, if you choose, readers, returning results with the original item and its rights status.
04

Not: identifying private individuals

We do not build face recognition to name members of the public. Biometric identification raises GDPR Article 9 and EU AI Act questions that a tagging project should not quietly take on.

How we validate it

The archivists define the test. We take a sample they have already tagged by hand, run the system on it blind, and compare tag by tag. Precision and recall are reported per category, because a system that is excellent at sport and poor at politics needs a different review threshold for each.

Rights travel with every item. Search results carry the licence status recorded in your DAM, so syndicated wire photos and contributor work are visible as such and are not reused or offered for licensing by mistake. That same inventory is the starting point for content licensing.

How an item is indexed

INDEXING PATH
  1. 01
    Archive item

    article, photo or clip

  2. 02
    Read

    text, image and speech

  3. 03
    Propose tags

    house taxonomy · IPTC

  4. 04
    Embed

    for search by meaning

  5. 05
    Write back

    to CMS and DAM fields

  6. 06 · Branch / escalation
    Archivist review

    low confidence or sensitive

Solid: the indexing pathDashed: held for an archivist
Tags come from a controlled vocabulary, not free text, so search stays consistent across decades of migrations.
Questions

Questions about Archive Search.

What is AI content tagging?

AI content tagging uses language and vision models to read an item, such as an article, photo or video, and assign descriptive labels: subjects, people, places, organisations and events. Done well, the labels come from a controlled vocabulary like your house taxonomy or IPTC Media Topics, so they are consistent and searchable, and low-confidence suggestions go to a person for review.

Can it tag video and broadcast archives?

Yes. Speech is transcribed with timestamps, on-screen text is read, and scenes are described, so a clip can be found by what is said and shown in it. Results are written back to the fields your media asset management system already uses, so editors search where they always have.

How long does it take to index an archive?

It depends on the volume, the media mix and how much review the archive team wants. We measure throughput and review load on a representative sample before quoting a timeline, and index the most-requested years first so reporters see the benefit early.

Shipped & in build

Real work. Check it yourself.

What we built, what stage it is at, and a link to the live thing wherever there is one.

The updated yourOS homepage: Roxy’s open ring surrounded by bento cards for calls, voice, translation, building, design, apps and more.
The yourOS homepage on a phone, with its compact navigation, welcome film button and bento cards.
youros.tech — the homepage bento hero
Our own · coming soon

yourOS

yourOS is an operating system with an AI at its heart. You talk to it like a person, out loud or typed. It makes your calls, plans your days and works on your projects with a crew of agents, on your own private server. Our own product, built from the first commit; the waitlist is open.

What we built
  • Operating system
  • Roxy
  • Agent crew
  • Voice calls
  • App store
  • Website
Meet yourOS →
The Sonora homepage on desktop: a full-bleed dune landscape behind the headline “Transform Your Life with Sound”, with App Store and Google Play download buttons.
The Sonora homepage on a mobile viewport, showing the same hero reflowed to a single column.
sonora.com — homepage, 1440×900
Live · iOS · Android

Sonora

Website, backend and app assets for Sonora, a free AI sound-therapy app on iOS and Android published by Cognitive AI.

What we built
  • Website
  • Backend
  • App assets
Read the case study →
The updated Podswap homepage on desktop: “Grow on Instagram and TikTok for free, with real engagement from creators your size”, beside a tilted wall of exchange, tool and guide cards on a violet gradient.
The updated Podswap homepage on a phone, with its floating navigation, Instagram and TikTok engagement headline and tilted tool cards.
podswap.app — homepage, 1440×900
Five platforms

Podswap

Brand, website, prototype, apps on five platforms, the AI backend and the algorithm-intelligence pipeline for Podswap, a social growth engine that runs without a human in the loop.

What we built
  • Brand
  • Website
  • Prototype
  • Apps on five platforms
  • AI backend
  • Algorithm pipeline
Read the case study →
The unOpen.AI homepage introducing Roxy, a private AI assistant that remembers who you are.
The unOpen.AI homepage on a mobile viewport.
unopen.ai — homepage, 1440×900
Prototype · closed beta

unOpen.AI

In closed beta: Roxy, a private AI assistant with permanent memory running on infrastructure the user owns. Brand, site, product, backend and conversational design.

What we built
  • Brand
  • Site
  • Product
  • Backend
  • Conversational design
Read the case study →
coherence.com on desktop, headed "Intelligence that moves in phase with people".
coherence.com on a mobile viewport, reflowed to a single column.
coherence.com — homepage, 1440×900
Live

Coherence

Live at coherence.com: brand identity generated with AI agents we directed, the motion system and website for the group behind Sonora, AboutAI, WakeUp and MudShadows. Agent work remains in build.

What we built
  • Brand identity
  • Motion system
  • Live website
  • Agent work — in build
Read the case study →
The new Domain Booth homepage on desktop: the headline “Premium Domains. Serious Buyers. Proven Results.” beside the animated DB monogram.
The new Domain Booth homepage on a phone, reflowed to a single column.
Our build of the Domain Booth homepage — 1440×900
Live

Domain Booth

Live at domainbooth.com for DomainBooth, a premium domain brokerage: a new animated mark, every page redesigned and rebuilt with designed mobile layouts, and a custom CMS for its sales record, featured names, press and enquiries.

What we built
  • Animated mark
  • Every page redesigned
  • Designed mobile layouts
  • Custom CMS
Read the case study →
Who we have built for

Twenty-one years. Names you know.

See all of our work →
  • BBC Good Food logo
  • Charities Aid Foundation logo
  • GAME logo
  • NatWest logo
  • Next logo
  • NSPCC logo
  • Tesco logo
  • Worldpay logo
  • Samsung logo
  • Sony logo
  • Land Rover logo
  • UAP Limited logo
  • Netflix logo
  • Amazon Prime Video logo
  • Mercedes-Benz dealerships logo
  • San Miguel logo
  • Biovene Barcelona logo
  • Seventy7 logo
  • Littlewoods logo
  • Smile logo
  • The Co-operative Bank logo
Let’s talk

Put the back
catalogue to work.

Send a hand-tagged sample from your archive; we will run it blind and show you where the system agrees and where it does not.

30-minute technical call · no deck