EPAM's answer to Engine Capital's $750 million buyback demand: sell training data to the AI labs

A launch lands five weeks after a demand for cash

On October 5 EPAM opened a new front: a service selling high-fidelity training data, model evaluation and custom reinforcement-learning environments to frontier AI labs↗, with AnthropicPVT$350B — Anthropic, private, latest valuation $350B, OpenAIPVT$1.18T — OpenAI, private, latest valuation $1.18T, Google and Microsoft▲+2.33% — Microsoft, up 2.33 percent today named as partners ¹. Behind it the company claims nearly 10,000 Claude-certified architects, more than 3,000 OpenAI-certified engineers and 5,000-plus Gemini-certified specialists, and attaches no revenue figure to any of it ¹.

Five weeks earlier, on August 31, Engine Capital, which owns about 1.5 percent of the stock, told the board to return $750 million through an accelerated repurchase↗ funded with "idle cash, free cash flows, and potential leverage," or to run a sale process instead ². Shares rose 3.4 percent on the news ³ and closed October 9 at $113.03 ⁴, down roughly 47 percent in 2026 from a 52-week peak near $223 ⁵.

February's promise, August's cut

The year reads as one sequence. In February, chief executive Balazs Fejes said AI-native revenues, which passed $105 million in the fourth quarter of 2025, would top $600 million this year↗; chief financial officer Jason Peterson guided 2026 to 4.5 to 7.5 percent growth ⁶. August brought second-quarter revenue of $1.41 billion, up 4.5 percent↗, and a cut to 3.2 to 4.2 percent ⁷⁵.

Goldman Sachs▲+1.73% — Goldman Sachs, up 1.73 percent today, Jefferies, Deutsche Bank and JPMorgan all lowered their views on one thesis, that generative AI lets clients build in-house the software EPAM bills for; JPMorgan went Neutral late in August ⁵. Then the letter, then the launch.

The pivot spends the money Engine wants back

The launch is EPAM's first substantive public move since the letter; the company has not publicly answered Engine's demand. The filings frame the conflict as a fight over cash. Cash and equivalents fell from $1.3 billion in December to $789 million at June 30↗, and operating cash flow ran slightly negative across the first half ⁸. A $750 million repurchase would take nearly every dollar on hand, or borrowed ones, to retire roughly an eighth of a $5.84 billion market value ⁹.

The pivot's outside support, cited in the release, is a Gartner projection that simulation environments spread from under 25 percent of agent platform providers this year to 99 percent by 2028 ¹. That is a market forecast, not an order book.

Two paths, one date

Engine's path is arithmetic. Management's is the $600 million promise. Both are judged on November 5 at 8 a.m. Eastern, when EPAM reports against consensus of $3.40 a share on $1.42 billion of revenue↗, 1.7 percent growth, having beaten estimates in seven of the last eight quarters ⁴.

The number that matters is not the beat. It is whether AI-native revenue shows up in the reported line at all, and nothing disclosed so far prices the new service ¹. That leaves the choice the sequence sets up: buy the pivot before the print, or wait to see whether the board runs the sale process Engine demands ². Engine wants the cash back; EPAM's plan is to spend what remains teaching the models that made the buyback necessary.