BigBear.ai (NYSE: BBAI) has disappointed a lot of investors since its public debut. The artificial intelligence (AI) software company went public by merging with a special purpose acquisition company (SPAC) on Dec. 8, 2021, and its stock opened at $9.84 per share.

It then rallied to a record high of $12.69 on April 13, 2022, but it eventually sank to an all-time low of $0.63 just eight months later on Dec. 29. The bulls retreated as it missed its own growth targets and racked up steep losses.

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But today, BigBear.ai’s stock trades at about $3.40. Its shares bounced back as investors applauded its gradual stabilization under CEO Mandy Long, a former IBM executive who took the helm in October 2022.

A $1,000 investment in BigBear.ai’s stock at its record low would have blossomed to nearly $5,400 in just two years, yet it remains more than 70% below its all-time high at the time of this writing. Could this volatile stock rally and set new record highs over the next 10 years?

BigBear.ai develops AI-powered data-mining and analytics tools from a wide range of sources. These tools help its clients make faster and more informed decisions. That’s a crowded market, but BigBear.ai differentiates itself from its competitors in two ways. First, it provides its services as stand-alone “observe, orient, and dominate” modules, which can be plugged into an organization’s existing software infrastructure. Second, it develops its modules for edge networks instead of core networks. That flexibility makes it an appealing alternative to larger and stickier cloud-based analytics platforms.

Before it went public, BigBear.ai predicted its revenue would rise from $182 million in 2021 to $388 million in 2023. But like many other SPAC-backed AI start-ups, it overpromised and underdelivered. It only generated $146 million in revenue in 2021, and that figure only grew 6% in 2022 and flatlined at $155 million in 2023.

It mainly attributed that slowdown to the macro headwinds, competition, and the bankruptcy of its major customer, Virgin Orbit, in 2023. However, many other larger AI software companies — like Palantir and C3.ai — still grew at a faster rate than BigBear.ai even as they faced similar macro and competitive headwinds.

That slowdown, along with its crumbling gross margin and steep losses, convinced many investors that BigBear.ai simply wasn’t strong enough to survive the cutthroat AI software market.

Under Long, BigBear.ai bought the AI vision-technology developer Pangiam in an all-stock deal, signed new government contracts, and reined in its spending to improve its adjusted earnings before interest, taxes, depreciation, and amortization (EBITDA). Those efforts boosted its near-term revenue and drove its adjusted EBITDA toward break-even levels.

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