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Tuesday, 10 November 2026

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Tigger & Richie | Episode 08: The Company Said ‘AI’. Richie Is Already Interested

Richie hears a company talking about AI and sees an opportunity. Tigger investigates whether the excitement is supported by revenue, savings and profits.

By Katherine (Kay)4 min read
Investing, Explained
The Ledger Asia investing series
Tigger & Richie
One headline. Two perspectives. A smarter question.
Tigger the tiger analyst Richie the horse investor
Episode 08 | AI CLAIMS · BUSINESS RESULTS · VALUATION

The Company Said ‘AI’. Richie Is Already Interested.

Kuala Lumpur, 5 November 2026

A company adds “AI” to its strategy, and Richie sees the next big opportunity. Tigger looks for the harder part: evidence that the technology can improve a real business.

Tigger avatar
Tigger
The Analyst
Follows earnings, valuations, policy details and what the market may already have priced in.
Richie avatar
Richie
The Investor
Looks for practical opportunities and asks the question many readers are thinking: “So, should I buy?”

The Situation

A fictional listed company, NovaWorks Berhad, unveils an AI strategy. Its announcement calls AI a “major growth engine”, mentions an efficiency pilot and talks about future products.

On social media, investors are excited. Richie has already opened his trading app. None of NovaWorks’ figures in this story refers to a real company.

Richie’s Question

Richie portraitRichie

“Everybody keeps saying AI will change everything. If this company is getting into AI, shouldn’t I buy before everyone else notices?”

Tigger Breaks It Down

Tigger portraitTigger

“AI can be valuable. But an AI announcement is not the same as AI revenue, higher profit or a reasonable share price. The gap between a promise and measurable results is where investors need to investigate.”

Richie portraitRichie

“But it says its pilot makes staff 30% faster. Isn’t that proof?”

Tigger portraitTigger

“It may be useful early evidence, but ask: faster at which task, over what period and at what cost? A small pilot may not translate into savings across the company. And savings do not necessarily become profit if software and implementation costs rise.”

Richie portraitRichie

“So I need more than a press release and a popular keyword?”

Tigger portraitTigger

“Exactly. Look for disclosed contracts, recurring revenue, operating margins, cash flow and investment costs. Then compare those results with what investors are already paying for the shares. Calling an unproven claim “AI-washing” without evidence would also be unfair: investigate first.”

Tigger Runs the Numbers

A fictional illustration shows why a strong-sounding AI plan still needs an earnings test. These figures are assumptions, not a forecast or a claim about any listed business.

Illustrative itemBefore AI rolloutAfter proposed rollout
Annual operating savingsRM0RM2 million (assumed)
Annual AI operating costsRM0RM1.5 million (assumed)
Net annual benefitRM0RM0.5 million

In this example, RM2 million − RM1.5 million = RM0.5 million in annual operating benefit, before any one-off implementation costs, financing costs or tax effects. A headline savings figure is not the same as a net profit increase.

The Ledger Asia Insights

The TLA View

An AI story is a starting point for research, not a buy signal. Technology may improve a business, but investors still need evidence of adoption, economic benefits and a sensible valuation.

The US Securities and Exchange Commission has warned that false or misleading AI-use claims can harm investors. Its 2024 enforcement cases concerned investment advisers, not NovaWorks or any Malaysian company. The principle travels well: distinguish verifiable claims from promotional language.

Your Move

CASE FILE 08 · AI CLAIM SCANNER

Inspect the AI announcement

No multiple-choice questions. Tap each evidence file to investigate what NovaWorks has actually disclosed. Open all three files to complete Tigger’s case.

0 of 3 evidence files opened
FILE 01 · THE HEADLINE
“AI will be a major growth engine.”
FILE 02 · THE PILOT
“An internal AI trial cut one task’s processing time by 30%.”
FILE 03 · THE MONEY TRAIL
“A new AI-enabled service generated RM4 million in recognised revenue.”

All three files concern fictional NovaWorks Berhad. The reveal statuses are an educational interpretation, not an allegation about any real company.

Sources & further reading

US Securities and Exchange Commission: AI-washing investor guidance

US Securities and Exchange Commission: 2024 AI claims enforcement action

Securities Commission Malaysia: Investor scam precautions

Tigger and Richie are fictional characters created by The Ledger Asia. NovaWorks Berhad and all financial examples are fictional. Educational content only, not personalised investment advice. Information checked 5 November 2026.

Next Episode · Episode 09
Profit Went Up. The Share Price Fell. Richie Is Confused.

Author

  • Katherine (Kay)

    Kay like to explores the intersection of money, power, and the curious humans behind them. With a flair for storytelling and a soft spot for market drama, she brings a fresh and sharp voice to Southeast Asia’s business scene.
    Her work blends analysis with narrative, turning headlines into human stories that cut through the noise. Whether unpacking boardroom maneuvers, policy shifts, or the personalities shaping regional markets, Kay offers readers a perspective that is both insightful and relatable — always with a touch of wit.