Humans Like Stories, Machines Like Structure: your investor story must be machine-readable

man with glasses

AI is changing corporate communications and how listed companies are discovered and assessed by investors online.

The message is clear: the shift is meaningful and it’s happening right now. Investors are increasingly relying on AI-generated answers rather than clicking through to websites or reports. If your content isn’t easy for AI to find and interpret, your story risks being diluted or shaped by third parties.


Following a session hosted by CDR GEO Listed and The Investor Relations Society, thr
ee key conclusions stand out:

  • First, AI is now a starting point for investor research (as well as most educational searches online).

    Across leading tools, corporate operational performance is mostly summarised reasonably well, but AI is far more cautious when forming a “buy” view if asked for an investment recommendation. The way your story is publicly framed matters now more than ever.

  • Second, AI pulls from what it can access most easily.

    Data aggregators and retail platforms are often the primary sources for search, not company-owned content. That creates a clear risk that external interpretation becomes the default.

  • Third, the landscape is moving quickly.

    Different models prioritise different sources, and some are incorporating new information within days of release. Messaging needs to be both consistent and regularly refreshed.


Why your website is critical

Another key mantra stood clearly out from the discussion: humans like stories, machines like structure.

A modern website must appeal to both.

The importance of clear messaging on a company’s own website was clear from the survey conducted – when AI search found that the site presented clear data to use in answering investor questions it would be used 76% of the time as a source. However, this fell to 66% when companies’ websites were unstructured and discovery proved more challenging.

In practice, this means the promotional website must have:

  • A clear, repeatable investment case

  • Structured formats (Q&A, FAQs) aligned to real investor questions

  • Strong use of headings and tagging

  • Content that is kept both current and aligned across all materials

The website might also include videos – these are still valuable for humans, but to make them valuable for AI tools they should always include the transcript so that AI search can again incorporate digital content into their answers.

Critically, AI draws on both new and historic content, so current inconsistencies will eventually work against you, particularly if you are later trying to reposition the corporate proposition.

What this means for investors

For retail investors, this search process is already the norm. AI tools are frequently the first step in forming a view.

For institutions, proprietary tools are more common and often developed in-house, but those search engines still rely on structured, accessible data. If your content isn’t present in those ecosystems, you risk being under-represented.


Equity Development gives companies a solution: as this discovery process is closely aligned with how we already support our corporate clients:

  • Research and summary content that clearly articulates and reinforces the core investment case. In the CDR survey, analysts’ views were cited in 69% of answers to the question posed ‘is this a good investment right now?
  • Q&A and management interviews that reflect how investors typically interrogate an investment proposition
  • Regular, structured public materials that keep the narrative current and consistent, and which are easily assimilated by AI and other search engines


The opportunity that exists is an obvious one: companies that actively structure and reinforce their investment story will be better represented to investors as AI-led discovery becomes even more prevalent and ultimately the dominant means of search.

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