Case Study|Dr. Shashwat Bishwen

Case Study: The Cloud Bill Before Series B

An infrastructure cost structure sized for ten customers, never revisited at ten thousand, surfaced during fundraise diligence.

Client profile (anonymized): A venture-backed, early-growth-stage startup preparing for a Series B raise.

~$20MAnnualized cloud spend at risk
Audited cost narrative for Series BEngagement outcome

The Problem

A board member flagged that the infrastructure line item had quietly become the second largest expense on the cap table, with no architectural review to explain why. The company's cloud bill was on pace to approach 20 million dollars annualized, a number that would have materially damaged the Series B narrative if left unexplained.

The Approach

The architecture was audited against the customer count and usage pattern it was originally designed for, versus the scale it was now running at. The findings decoupled market demand validation from software maturity: parts of the system were over-engineered for a scale the product had not reached, while other parts were silently paying a premium for capacity nobody was using.

The Outcome

The cost structure was rebuilt around actual usage patterns rather than the assumptions made when the company had ten customers. The fundraise proceeded with a credible, audited infrastructure cost narrative instead of an unexplained budget line that diligence would otherwise have flagged.

Frequently Asked

Why do infrastructure costs become a fundraise risk?

When a cost structure built for an early customer count is never revisited at scale, the resulting unexplained spend becomes a diligence red flag precisely when a company can least afford one.

Facing a similar problemAvailable worldwide for platform stabilization, technical due diligence, and executive advisory engagements.
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