Adobe (NASDAQ:ADBE) is set to release its fiscal third-quarter results after Thursday's market close, with analysts projecting revenue near $6.69 billion and adjusted earnings of roughly $6.08 per share. The company's own guidance points to revenue between $6.67 billion and $6.72 billion, with non-GAAP earnings in the $6.05 to $6.10 range.

Yet the bar for success has shifted. Historical data shows Adobe shares have declined following 15 of the past 20 earnings announcements, despite the company consistently beating Wall Street estimates. In fact, Adobe has surpassed both revenue and earnings expectations in nine of the last ten quarters, but the stock has risen after only two of the past twelve reports.

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As Freedom Capital Markets strategist Jay Woods noted in a recent newsletter, "They don't just need an earnings beat, they need to change the narrative." That narrative remains dominated by questions about whether generative AI will expand Adobe's opportunity or erode the economics of its core products like Photoshop, Illustrator, and Acrobat.

AI adoption is growing, but monetization lags

Adobe has made tangible progress in AI adoption. AI-first annual recurring revenue (ARR) surpassed $500 million at the end of the second quarter, more than tripling year-over-year. Total ARR reached $27.1 billion, while Firefly ARR approached $300 million after growing roughly 50% sequentially. The company continues to integrate AI features across its creative and productivity suites, including Premiere, After Effects, and Acrobat.

However, Wall Street is increasingly distinguishing between usage and monetization. Goldman Sachs software analyst Gabriela Borges told The Information that successful incumbents must reduce technical debt, innovate, and monetize AI products. "I think Adobe is a little bit still figuring out where they are in that process," she said.

Adobe has deliberately expanded freemium access to attract more users, accepting near-term ARR pressure in exchange for a larger funnel. This strategy may pay off eventually, but investors are looking for evidence that AI can accelerate growth rather than merely defend the installed base.

ARR reacceleration is the key to valuation

The clearest link between AI adoption and Adobe's valuation is recurring-revenue growth. Adobe currently expects total ending ARR to grow 10.2% in fiscal 2026. While that is healthy at Adobe's scale, investors want signs that newer AI products can push that rate higher.

RBC Capital analyst Matthew Swanson raised his Adobe price target to $315 from $285 while maintaining an Outperform rating. He expects broadly in-line third-quarter results but said "a path to ARR re-acceleration remains the key to company-specific multiple expansion."

This distinction is crucial: Adobe does not necessarily need a spectacular quarter. It needs a credible case that AI can increase the pace of recurring-revenue growth enough to justify a richer valuation. The stock closed at $254.86 on Wednesday, down about 27% year-to-date.

Leadership transition adds another layer

Adding to the complexity, Anil Chakravarthy will become chief executive on December 1, with Shantanu Narayen moving to executive chair. The incoming CEO will be responsible for turning Adobe's expanding AI portfolio into faster growth. Investors will be watching Thursday's call for any hints about the transition and the company's AI monetization strategy.

For context, other tech giants are facing similar AI monetization questions. Oracle's upcoming earnings will also test AI capex and cloud growth, while Broadcom's options market implies a 7% swing as AI doubts cloud earnings. Meanwhile, HSBC sees S&P 500 upside if AI earnings justify premium valuations.

Adobe's report will be a key test of whether AI can finally change its post-earnings pattern. The company has beaten expectations repeatedly, but investors have remained unimpressed. Thursday's results and commentary may determine whether that trend persists.

This article is for informational purposes only and does not constitute financial advice.