As the Q4 earnings season wraps, let’s dig into this quarter’s best and worst performers in the automation software industry, including Pegasystems (NASDAQ:PEGA) and its peers.

The whole purpose of software is to automate tasks to increase productivity. Today, innovative new software techniques, often involving AI and machine learning, are finally allowing automation that has graduated from simple one- or two-step workflows to more complex processes integral to enterprises. The result is surging demand for modern automation software.

The 7 automation software stocks we track reported a mixed Q4. As a group, revenues beat analysts’ consensus estimates by 1.3% while next quarter’s revenue guidance was in line.

Amidst this news, share prices of the companies have had a rough stretch. On average, they are down 12% since the latest earnings results.

Pegasystems (NASDAQ:PEGA)

Founded by Alan Trefler in 1983, Pegasystems (NASDAQ:PEGA) offers a software-as-a-service platform to automate and optimize workflows in customer service and engagement.

Pegasystems reported revenues of $490.8 million, up 3.5% year on year. This print exceeded analysts’ expectations by 4.4%. Overall, it was a strong quarter for the company with a solid beat of analysts’ billings estimates and full-year guidance of accelerating revenue growth.

Pegasystems achieved the biggest analyst estimates beat and highest full-year guidance raise, but had the slowest revenue growth of the whole group. Investor expectations, however, were likely higher than Wall Street’s published projections, leaving some wishing for even better results (analysts’ consensus estimates are those published by big banks and advisory firms, not the investors who make buy and sell decisions). The stock is down 31.1% since reporting and currently trades at $73.09.

Is now the time to buy Pegasystems? Access our full analysis of the earnings results here, it’s free .

Best Q4: SoundHound AI (NASDAQ:SOUN)

Founded in 2005, SoundHound AI (NASDAQ:SOUN) develops independent voice artificial intelligence solutions that enable businesses across various industries to offer customized conversational experiences to consumers.

SoundHound AI reported revenues of $34.54 million, up 101% year on year, outperforming analysts’ expectations by 2.3%. The business had a very strong quarter with a solid beat of analysts’ EBITDA estimates and an impressive beat of analysts’ billings estimates.

SoundHound AI pulled off the fastest revenue growth among its peers. The market seems happy with the results as the stock is up 9.7% since reporting. It currently trades at $10.10.