PUBCO / Insights

Technology Investor Relations: Explain Revenue Quality and AI Claims

Oct 18, 2026 · 3 min read

Technology investor relations should make the business model easier to verify. Investors need to understand what customers buy, how revenue is earned, how durable that revenue may be and what evidence supports management’s growth claims.

Technical complexity can obscure weak economics as easily as strong innovation. A useful communication program connects the product demonstration to adoption, costs and financial reporting.

Explain the unit of business

Start with a plain description of the customer, the problem and the purchasing decision. Then show whether the company earns subscriptions, usage fees, licence revenue, implementation revenue or a mixture.

Those distinctions affect how investors interpret growth. A large implementation project is not automatically recurring revenue. A customer pilot is not the same as an enterprise rollout. A signed agreement may have conditions that materially affect timing or value.

Create a vocabulary sheet so the presentation, website and executive interviews use these terms consistently. Include what counts as a customer and when a pilot becomes a paid deployment.

Make operating metrics comparable over time

If management reports annual recurring revenue, retention or another operating metric, define the calculation and its boundaries. Explain changes rather than silently replacing an inconvenient definition.

A reader should be able to distinguish contracted commitments from management estimates and booked revenue. Where figures use different periods or currencies, label them. Avoid inviting a comparison that the underlying data cannot support.

Treat financial adjustments separately

An operating metric is not automatically a non-GAAP financial measure, but some adjusted measures trigger specific requirements. Have finance and legal reviewers classify them under the applicable Canadian or U.S. rules.

For Canadian issuers, assess NI 52-112 requirements and guidance. In the United States, review the relevant non-GAAP rules and SEC guidance. Do not assume a short social caption is exempt from the analysis.

Show what the AI actually does

An AI claim should identify the function, deployment status and evidence. Is the company using a third-party model, developing proprietary technology or integrating existing tools into a customer workflow? Each can support a legitimate business, but they are different claims.

Describe the limits too. Human review, data quality, customer permissions and operating costs can matter to commercial performance. A demonstration under controlled conditions does not establish reliability across every customer environment.

The SEC has warned about misleading AI claims in its discussion of AI washing. Treat that as a reason to substantiate statements, not as a new certification standard. An agency should not upgrade “uses AI” into “proprietary AI platform” for a stronger headline.

Build content around investor objections

Ask management which questions repeatedly interrupt meetings. The answer may be customer concentration, implementation time, margins, churn or whether demand depends on a fashionable budget category.

Produce an approved explanation for each recurring issue. A workflow diagram can explain implementation. A dated metric glossary can reduce confusion about revenue. A management interview can discuss the business model within the public record.

A customer case study requires permission and careful boundaries. Do not disclose confidential economics or imply the customer endorses the company’s securities. Identify whether the example is typical or unusually favourable when that distinction matters.

Pubco’s emerging growth communications can help organize this material around the questions investors actually ask.

Match distribution to the stage of understanding

A short clip can introduce a product problem. A longer page should explain the economics. The investor presentation and filings should support further investigation. Give readers an obvious route between them.

Avoid using product popularity as a substitute for investor relevance. A developer tutorial may attract the right technical audience but few potential shareholders. It can still have value; judge it against its actual purpose.

For U.S. and Canadian audiences, use consistent source information while checking applicable disclosure obligations. A company with multiple listings should not make stronger claims on the social account serving one country.

Keep the evidence current

Assign an owner to each recurring metric and claim. Set a review date after reporting periods, material product changes and significant customer developments. Review scheduled content when its underlying evidence changes.

An effective monthly report identifies which explanations helped relevant contacts progress to informed questions. It also flags claims that need updating or should be retired.

Pubco’s IR strategy and market intelligence service can turn that feedback into a focused communication plan. Bring the current deck and the three questions management is most tired of answering.

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