How do we turn existing content into usable expertise?

Turn existing content into usable expertise by identifying its individual ideas, connecting each idea to its strongest supporting material, and consolidating clear answers with routes back to the originals. Together, the three steps turn scattered knowledge into supported answers that buyers and AI systems can explore without losing the original context.

1. Identify the knowledge inside your content

Identify the knowledge inside your content by reviewing individual ideas and areas of expertise, rather than treating each published page as a single unit. A webpage can explain a concept, tell a customer story and introduce a product; a report can combine findings, examples and recommendations. Useful answers may therefore draw on several documents rather than one page.

Start with the questions your audience asks and identify the relevant explanations, demonstrations and lessons across your existing material. Record relationships between ideas so that knowledge organised for separate channels or campaigns can be brought together around a buyer's question. In its 2025 guidance, Forrester recommends dividing long-form content into clearly defined, standalone sections that preserve useful explanations and can be reused across formats.

Sources: The Prompt: Your brand has got the answers. AI just can’t find them.

2. Connect each idea to its evidence

Connect each idea to its evidence by grouping related information and tracing claims back to their original sources. The aim is to assemble the strongest available support for a topic, not simply produce a shorter summary of everything published about it.

Brand Proximity uses AI to identify themes, connect related information and trace ideas to their origins. Apply that approach by keeping each topic connected to the material that demonstrates or supports it, so an answer retains identifiable proof. Forrester's 2025 guidance recommends involving subject-matter experts early and supporting a clear point of view with first-party data, credible external sources or customer results. A 2026 TrustRadius finding from its global network of professionals involved in organisational software or hardware purchases reported that 94% of technology buyers who used AI for purchase research fact-checked its outputs at least some of the time.

Sources: The Prompt: Your brand has got the answers. AI just can’t find them., Brand Proximity: AI-powered B2B discoverability service

3. Consolidate a clear answer for each topic

Consolidate a clear answer for each topic by bringing relevant material together and resolving contradictions, gaps and duplication before publishing an authoritative version. Focus on the subjects that matter most to your audience, with supporting material and enough context to make each answer useful on its own.

Create an additional answer layer rather than asking existing pages to do every job. Narrative pages still need to explain, persuade and build trust; focused answers can bring together knowledge scattered across those pages. Keep the answers grounded in the original content and preserve routes back to it, allowing readers to explore the fuller explanations and stories. The result is two ways into the same expertise: a direct, supported answer and access to the material behind it.

Sources: The Prompt: Your brand has got the answers. AI just can’t find them., The art of AEO: are you part of the conversation?