Teradata: 3 Key Takeaways for Long-Term Investors

On its third-quarter 2026 earnings call, held on Nov. 5, 2026, Teradata (NYSE:TDC) raised its full-year earnings guidance and doubled its target for annual operating margin expansion. Expanding operating margins while investing in artificial intelligence (AI) software demonstrates operational discipline.

Converting customer pilot programs into recurring software revenue will determine long-term capital compounding. Three things management said on the call stand out.

1. Operating Margins Are Expanding Twice as Fast as Expected

Management raised full-year non-generally accepted accounting principles, or non-GAAP, earnings per share (EPS) guidance to a range of $2.86 to $2.90. Teradata also increased full-year operating margin expansion guidance. Discipline in sales and administrative expenses allowed the business to fund software research while improving profitability.

We now see operating margin expansion of approximately 200 basis points for the year, which is double the 100 basis point improvement that we had anticipated at the beginning of the year.
-- John Ederer, Chief Financial Officer

2. Sovereign Cloud Deployments Target Highly Regulated Markets

Government and banking clients increasingly require physical control over data locations to meet regulatory rules. Integrating graphics processing units, or GPUs, directly into on-premise hardware lets customers run complex analytical models without sending data to public clouds.

This is why the company launched Teradata Factory, which is a unified computing environment that brings data, large language model software, and AI agents into on-premises infrastructure to provide physical control over AI execution.

The benefit of Teradata Factory with GPUs right inside means that customers can utilize the language models that they want right next to the data that they've got in a completely controlled and well-governed environment.
-- Stephen McMillan, President and Chief Executive Officer

3. Autonomous AI Tools Lower Computing Costs for Enterprise Customers

Enterprise software customers hesitate to expand automated tasks if computing costs scale out of control. Management launched Tera, an automated coworker tool for data tasks, to lower computing overhead and speed up execution.

We are very pleased with how Tera performed on SWE-Bench Pro, a widely used software engineering benchmark. Using the same model for our internal testing, Tera used 73% fewer tokens than one of the leading AI coding agents while achieving higher task completion rates and completing work 42% faster.
-- Stephen McMillan, President and Chief Executive Officer

Looking Ahead

Recurring revenue grew 4% year-to-date, providing predictable cash flows while full-year adjusted free cash flow outlook rose to $340 million at the midpoint. Control over on-premise infrastructure combined with sovereign cloud partnerships gives the company room to expand installed accounts without losing software pricing leverage.

As we started the year, we said we would continue to drive top line growth, improve profitability and maintain healthy free cash flow, and we'd invest to advance our products and helping customers drive value from AI, and we've done just that.
-- Stephen McMillan, President and Chief Executive Officer

Strategic focus remains on converting artificial intelligence experimentation into production workloads across financial services and government clients. Software flexibility positions the platform to capture complex enterprise workloads.

Our hybrid and sovereign capabilities have an unmatched advantage in the marketplace, and we remain really confident in our annual outlook.
-- Stephen McMillan, President and Chief Executive Officer

The Motley Fool recommends Teradata. The Motley Fool has a disclosure policy.