BigBear.ai Holdings, Inc. (NYSE: BBAI) is expected to report a year-over-year improvement in earnings alongside higher revenues when it releases quarterly results for the period ended September 2026.

The report is scheduled for release on October 27, and the results relative to analyst expectations could significantly influence the stock’s near-term price direction.

Analysts currently project a quarterly loss of $0.06 per share, which would represent a year-over-year improvement of 14.3% compared to the same period last year.

Revenue expectations sit at $38.94 million for the quarter, reflecting a 17.5% increase from the year-ago period, signaling continued top-line momentum for the artificial intelligence company.

The consensus EPS estimate has remained unchanged over the last 30 days, suggesting analysts have collectively held firm on their initial assessments without material revision.

A key metric used to gauge earnings surprise potential is the Zacks Earnings ESP, which compares the Most Accurate Estimate to the broader Zacks Consensus Estimate for the reporting period.

For BigBear.ai, the Most Accurate Estimate sits below the Zacks Consensus Estimate, indicating that analysts who most recently updated their models have turned more cautious on the company’s earnings prospects.

This divergence has produced an Earnings ESP reading of -9.09%, a figure that makes it difficult to predict with confidence that the company will beat consensus expectations.

The stock currently holds a Zacks Rank of #3, which corresponds to a Hold rating, and when combined with the negative Earnings ESP, the outlook for an earnings beat remains inconclusive.

Looking at recent history, BigBear.ai delivered a positive earnings surprise of 20% in its last reported quarter, posting a loss of $0.04 per share against an expected loss of $0.05 per share.

Over the past four quarters, the company has beaten consensus EPS estimates on two occasions, suggesting a mixed track record that offers limited predictive clarity heading into this release.

Management commentary on the earnings call will likely carry significant weight, as business condition discussions often determine whether any immediate stock price reaction proves sustainable over time.

Investors are cautioned that an earnings beat alone does not guarantee upside, as broader market factors and forward guidance can just as easily drive a stock lower despite strong headline numbers.