Bain Vibecodes Rivals to Kill Acquisition Bids

Bain & Company recreates acquisition targets' software with AI to check if the product is truly unique — it already killed a major bidding deal.

5 min readEAEvgenii ArsentevEvgenii Arsentev · PhD

Software companies have always claimed their codebase is a competitive moat. Bain & Company just found a way to stress-test that claim in a matter of days. The consulting giant now routinely uses AI coding tools — vibecoding — to replicate software products that private equity firms are considering acquiring. If the replica comes out convincingly close, the target company's price drops, or the deal dies entirely. This test has moved from an experiment to standard procedure at one of the world's top consultancies.

How the stress test works

What started at Bain as a dedicated engineering team in 2023 has expanded into a practice that regular consultants now run with AI tools. They take a target company's product and rebuild a working version from scratch. Bain has produced hundreds of rough prototypes this way. When a replica is convincing enough to stand in for the original, it signals that the software's real value doesn't actually live in the code. Rebecca Burack, Bain's head of global private equity practice, describes the experience as 'the difference between seeing something in 2D versus 3D' — a company that looks solid in a spreadsheet can look entirely different once you realize its software is reproducible in a few days.

The financial consequences are landing in real numbers. Enterprise software vendors including Salesforce and ServiceNow have each lost over a third of their market value. Private equity deals across tech, telecom, and media collapsed 69% in Q1 2026 compared with Q4 2025, according to KPMG data. At least one specific deal was killed directly by a Bain-built replica: a private equity investor withdrew from bidding on an analytics platform after seeing just how easily it could be recreated with AI tools.

What this means if you build products

Vibecoding has made software replication fast enough that it now shows up in professional due diligence — the formal process of checking whether a company is worth its asking price. That shifts the logic of what software is actually worth. Features and interfaces can be cloned over a weekend. What cannot be cloned are things that took years to accumulate: customer trust built from consistent delivery, proprietary data that exists only because real people did real work inside your product, and deeply embedded workflow habits that would cost users too much time and pain to abandon.

The irony is that vibecoding itself is the instrument of disruption here. The same AI tools that let a solo builder create a full product without writing a line of code are now letting consultants audit whether that product is defensible against anyone else with similar tools. The gap between 'I built this' and 'I could rebuild this' has collapsed to nearly nothing for a wide range of software categories.

There is still a category of software where this test fails — tools embedded so deeply in operational workflows, regulatory reporting, or unique data pipelines that a surface-level replica simply cannot substitute. The lesson from the M&A world: build toward that second category, not the first.

!The real moat question

If a competitor with AI tools could rebuild your interface in three days, what would they still not have? Your users' data in your system, the trust they built over months of real use, the habit of checking your product first — that's what's actually hard to copy. Features are not a moat. Relationships and data are.

#ai-tools#enterprise#vibecoding#m-and-a

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EAEvgenii Arsentev

Author

Evgenii Arsentev

PhD · Chief Product Officer at a tech company

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Source: the-decoder.com