Q: How?
A: Publication websites tend to prioritise the immediate present. Articles cycle in and out based on breaking news, SEO imperatives, and limited space and audience attention spans. Over time, the historical record of a publication is trimmed, re-indexed and remixed, and ultimately left behind in the shuffle. The result is a digital presence that emphasises the ‘now’ at the expense of the depth and continuity that gives a publication its distinctive character.
Printed and digital editions, by contrast, preserve a sense of the publication’s past. They contain not only current content, but also the voice and design of the publication. They reflect the editorial choices that represent the ongoing conversation between publication and audience. For many publishers, the print and digital editions function as the institutional bastion of identity — a repository where the cumulative character of the publication lives in full context, rather than a stripped-down revolving collection of atomised web articles.
While these editions contain immense value, they can be effectively unreachable by audiences and publishers alike. Digitising the archive is an important first step, but PDFs and replica-only digital editions are simply not structured for discovery by modern audiences.
Unlocking content first requires it to be structured into responsive articles that preserve the format and visual richness of the original. At BlueToad, content extraction has traditionally been a manual, human-driven process. Using modern AI, we have developed a prototype tool to extract at scale, even for scanned and rasterised historical content. (We have playfully nicknamed our tool The Juicer, reflecting its ability to extract rigid PDF into more liquid responsive content without losing the original nutritional value.)
Once structured and responsive, content can become an engine to generate compelling AI-based applications and to drive audience value.
Conversational assistants allow readers to ask questions and receive answers grounded directly in a publication’s own archive. Interactive chatbot experiences can be enhanced with publisher-defined personalities and can synthesise answers that explicitly reference and link to supporting publication sources.
Distribution is another AI opportunity. Instead of organising and deploying subject-based newsletters manually, publishers can allow individual readers to determine their own bespoke set of topics of interest. AI tools then classify and deploy relevant content automatically, streamlining the creation of automated newsletters, defined by the reader and tied to the publisher’s content-creation cadence.
Finally, AI can aid in content creation itself. Drafting tools can help editors generate new articles that reflect the voice, style, and themes preserved in decades of prior coverage, ensuring continuity even as editorial teams evolve. A competent drafting tool should harness archive content and provide an expert-level mix panel of LLM engines and settings to help authors create new material.
Publishers have bemoaned the ills of the LLM era — and with good reason. From the rapacious appropriation of original content by model creators to the flood of undifferentiated “AI slop” articles, images, and videos, the advent of the AI age has too often heralded the devaluation of content as a whole. Yet these same technologies, used judiciously and accountably, can do the opposite: they can elevate publication archives from the obscurity of static replicas into the dynamism of engaging, reader-centric platforms — preserving the past while enabling new forms of interaction, distribution, and creation today.
In this model, a publication’s content legacy does not sit dormant but actively informs the publisher’s future. It becomes a renewable resource that strengthens brand identity, deepens reader trust, and sustains long-term value. Properly applied, AI does not replace editorial judgement but amplifies it, ensuring that a publication’s voice remains distinctive and authoritative in a noisy digital landscape.
Q: What are your three top tips?
- Structure your archive. Whether by human curation or AI-driven extraction, structuring your content into rich but responsive articles — including images and formatting - is key to unlocking publication value. Once this groundwork is laid, your archive can become the foundation for new applications and reader interactions.
- Offer what generic AI cannot. Commercial chatbots can provide surface-level summaries of the open web. What they cannot offer is authoritative interaction with your publication’s own voice and history. Embedding a conversational assistant within your site or digital edition creates an exclusive experience: readers can query the archive directly, confident that the answers are accurate, contextual, and uniquely yours.
- Treat the archive as a living but protected resource. AI plus structured archives can fuel new engagement. Automated newsletters can deploy timely, relevant content. Drafting tools can help sustain editorial voice over time. At the same time, publishers can and should control access. By keeping archives gated from generic AI while making them available through publisher-defined applications, you ensure your content remains preserved, valuable, and secure.
Hutch and the other contributors to our AI Special took part in an ‘AI Special – Q&A’ webinar on 18th November. You can watch a recording of the webinar by registering here
BlueToad offers a flexible and robust digital content platform used by publishers throughout the world. We make advanced solutions simple — like mobile editions, audio articles, AI integrations, and monetisation. We can also help you provide a branded hub of links and resources to keep readers engaged with all of your content. BlueToad’s suite of AI tools include Toady, an interactive chatbot experience, InboxPartner, which streamlines the creation of automated newsletters and GhostDrafter, a drafting tool that harnesses archive content.
Email: hello@bluetoad.com
Website: www.bluetoad.com
This article was included in the AI Special, published by InPublishing in October 2025. Click here to see the other articles in this special feature.
