What Breaks First: How Startup Systems Fail Under Real Pressure—and How to Fix Them

What Breaks First: How Startup Systems Fail Under Real Pressure—and How to Fix Them

Capital has started moving again. Global M&A volumes increased 16% to approximately $3.1 trillion in 2024, according to Dealogic, and Goldman Sachs projects continued dealmaking recovery through 2026. For startup operators, that sounds like relief. It is not. When money returns after a harder market, scrutiny returns with it, and scrutiny has a way of finding exactly the places a company has been improvising.

Most startups do not break at the obvious moments. They do not collapse during a bad quarter or when a competitor ships faster. They break at the precise points where structure never existed to begin with: where the founder was still the decision, where the cost base was still a conversation, where the bank account had no redundancy behind it. Pressure does not create these weaknesses. It reveals them.

Alicia He has spent her career building systems at exactly those points. Across Strategy and Operations roles at Butter, a venture-backed AI company in food distribution later acquired by GrubMarket, and Phil, a health-tech platform backed by Warburg Pincus with more than $120 million in total funding, she has been responsible for the infrastructure that either holds or does not when conditions turn. She was recently invited as a reviewer at the ACM Creativity and Cognition 2026 conference and the 2026 Pacific Asia Conference on Information Systems (PACIS), roles that reinforce her fundamental orientation toward evidence, structure and decisions that can be defended after the fact.

"Scale does not usually break a company all at once," Alicia says. "It breaks where the business has been improvising for too long. That is why operating structure matters before the pressure arrives, not after."

The Bank Is Not a Given Until It Isn't

Nothing audits a startup's financial design faster than losing access to its own money. On March 10, 2023, Silicon Valley Bank entered the fastest collapse of a major U.S. financial institution in a decade. For startups that had consolidated all activity there, and many had, the question stopped being strategic within hours. It became whether the company could move before the door closed.

At Butter, that question fell to Alicia. As the company's first employee, she had built and owned Butter's financial operations and banking relationships from day one. On that morning, Butter held its entire balance at SVB, with no second account open anywhere. The bank had already capped daily withdrawals at $100,000, a fraction of what was on deposit. Two problems required solving simultaneously, and neither had a clean solution: finding a bank that could onboard a startup outside the multi-week verification timelines most institutions required, and working through the SVB bankers she had cultivated over time to find a path around the withdrawal ceiling.

She solved both. Butter's full balance transferred approximately ten minutes before SVB ceased all activity.

"Crisis management is where operational design gets audited in real time," Alicia says. "You find out immediately whether your systems create options or remove them."

What that moment exposed was not luck. It was the accumulated result of decisions made long before the crisis: banking relationships maintained as ongoing partnerships rather than transactional accounts, financial decision rights that did not require a leadership meeting to exercise, and institutional knowledge that only exists when finance is treated as a strategic function from the start. The outcome protected the entirety of the $12.3 million Butter had raised at a $39 million valuation, and preserved the confidence of employees, customers and investors at the exact moment the broader market was losing theirs. Studies show that 38% of startups fail because they run out of money, yet the more precise danger is not depletion. It is the sudden inaccessibility of funds that were never designed to move quickly. Financial resilience, in practice, is not a policy document. It is the sum of quiet preparation accumulated before the pressure arrives.

When Tools Quietly Become Fixed Costs

The second-place startups break look nothing like failure from the inside. Vendor sprawl does not arrive as a decision. It accumulates as convenience, one renewal at a time, until the cost base has hardened into a structural problem that neither fundraising conversations nor acquisition diligence can ignore.

In 2024, the median time between venture capital rounds ranged from 20 months for a Series A to 25 months for a Series C, according to PitchBook. These are windows long enough that an unmanaged cost base can quietly consume the runway a company needs to reach the next conversation. For early-stage companies, the risk is not access to tools. It is the quiet accumulation of commitments that erodes options before anyone names the problem.

"Runway buys choices," Alicia notes, "but only if the cost base stays defensible. Spending that cannot stand up to questions six months later is not discipline. It is a deferred risk."

Alicia addressed this at Butter not through austerity but through architecture. She built a structured vendor selection process from the ground up, negotiating more than ten external partnerships and securing a 25% reduction in annual subscription costs. The methodology was deliberate: sourcing startup discount programs through venture firms and innovation partners, using peer networks for service exchanges and showcase arrangements, and negotiating long-term agreements and therefore partnerships while volumes were still low enough to create leverage. A parallel effort around HR partnership consolidated payroll, benefits and compliance support into a single operating relationship, saving $1,200 per headcount per year while delivering healthcare options that a startup at Butter's stage could not have contracted individually. The impact extended beyond cost reduction. A clean, defensible cost architecture improved investor conversations, extended runway and gave the product team room to iterate without forcing every operational misstep onto the balance sheet.

Controlling burn is not about saying no to tools. It is about ensuring every fixed cost has earned its place, and that the logic behind each decision can survive scrutiny when a buyer starts asking questions.

When Founders Become the Ceiling

The third failure point is the hardest to recognize because it can look, for a while, like strength. Founders in every decision. Priorities are adjusted daily. A team working hard and still losing ground. By the time someone names the pattern, the company has typically spent a quarter moving sideways while the organization waits for a person instead of a system.

McKinsey research suggests that 78% of companies that have successfully built a product and found product-market fit fail to scale, and the culprit is rarely the market. It is the absence of decision-making systems that allows an organization to operate independently of the people who built it.

Alicia encountered this dynamic at Phil, where the absence of structured operational intelligence had left headcount planning intuitive, performance evaluation inconsistent and billing accuracy unverified. She built the systems to address all three. Her staffing recommendation model incorporated volume forecasts, productivity metrics, SLA requirements and workflow complexity, giving capacity planning a quantitative foundation it previously lacked and delivering a 25%+ reduction in unit labor cost per script. Her performance scorecard evaluated agent productivity and work quality across operations, creating a shared language for cross-functional decisions around automation, task specialization and hiring prioritization.

The result was a 35% improvement in team productivity over ten months, not from adding headcount, but from making existing performance visible and governable. At a company serving millions of patients who depend on daily specialty medication delivery, the operational stakes for getting this right were not abstract. Her billing and margin review work operated on a different axis entirely. Through structured invoice auditing and contribution margin analysis, Alicia surfaced a pattern of missed revenue that the company had no existing mechanism to detect, recovering more than $600,000 in previously unrecognized billing impact and strengthening the accuracy of investor reporting in the process

"Planning only becomes useful when the assumptions behind it can survive questioning from finance, product and operations at the same time," Alicia says. "If a KPI cannot hold up under that kind of scrutiny, it is not ready to guide the business."

Build the Systems Before the Buyer Appears

Founders tend to treat acquisition readiness as a late-stage preparation. The evidence argues otherwise. Between 70% and 90% of M&A deals fail, according to CFA Institute research, and a flawed due diligence process is often to blame. That failure rate lands on both sides of the table. The companies being acquired carry as much responsibility for deal outcomes as the buyers evaluating them, and operational gaps are rarely discovered after signing. They are confirmed there.

Every failure point described here, the cash crisis, the cost creep, the decision bottleneck, resurfaces in a transaction. Buyers find out within hours whether reporting is clean. The cost base speaks for itself. The organizational structure answers the question of founder dependence before anyone has to ask it directly. Butter's trajectory reflects this: the operating foundation Alicia built from the company's earliest days contributed to what positioned it among the top 50 emerging vertical SaaS companies recognized by Bain Capital Ventures, and ultimately as a company acquirable by GrubMarket on clear terms.

The startups that will define the next few years are not simply the ones with the strongest product narratives. They are the ones whose financial architecture, execution systems and operational evidence were built sturdy enough to survive a bank collapse, a buyer's first questions and all the pressure that falls between both. The story matters. What holds the story up matters more.

"The companies that make it through scale rarely have the loudest narrative," Alicia concludes. "They have the one that does not fall apart when someone looks behind it."