You acquire a company. The tech budget is $3M annually. Twelve engineers, cloud infrastructure, SaaS tools, vendor contracts. Everything looks reasonable on paper.
Six months in, you start asking questions. What are we actually getting for this spend? What does the team produce? Which systems are critical and which are baggage from the previous CTO? Nobody can give you a straight answer.
Most PE firms inherit tech budgets with zero line of sight to output, efficiency, or ROI. You know what you're spending, but you have no idea what you're getting.
The engineering black box
Your engineering team tells you they're busy. They send Jira screenshots and sprint reports. You see 300 tickets closed last month. Great. What does that mean for the business?
Nobody knows. The CTO measured activity, not impact. Commits, tickets, meetings… it’s all motion, no clear visibility into what shipped and moved revenue.
You've got 12 engineers and zero insight into what their work is worth. The previous team never had to answer for it. You do.
What you should be able to answer within 90 days
Within 90 days of close, you need to know more about each of these areas:
Technical debt ratio. What percentage of engineering time goes to new development versus keeping the lights on? If it's below 60%, you're maintaining a museum, not building a business.
Vendor ROI. You're paying for 15 different SaaS tools. Which five actually drive revenue? The rest are expense line items nobody questioned because budgets auto-renewed.
Infrastructure efficiency. What does cloud cost you every month? Is that spend being wasted? If AWS is $40K monthly but usage is flat, something's wrong.
Development velocity. How many features ship per sprint? How long from concept to production? If the answer is always "it depends," you don't have velocity—you have chaos.
Team utilization. How many hours go to productive work versus meetings, context switching, and firefighting? Most engineering teams spend 40% of their time on overhead that adds zero value.
What a healthy engineering org actually looks like
The answers above tell you what you're actually working with—and whether the path to exit is clear or blocked.
A well-run engineering org has two things: visibility and momentum. You can see what's shipping, what it costs, and what it's driving. And the team is moving forward—more new features than maintenance work, infrastructure costs that scale with the business, vendor contracts that earn their renewals.
If you can't describe your portfolio company this way, you’ll delay your exit and get a haircut on the price.
The mistake most PE ops teams make is waiting until year two to ask these questions, after the 100-day plan is done and attention moves to the next deal. By then, you've spent $6M with nothing to show for it and a team that's learned they're not accountable to output.
Get straight answers on your tech spend
The fastest path to clarity is bringing in an outside team that's done this before. Not a Big 4 firm that will spend 12 weeks building a slide deck. A senior engineering team that can look inside the codebase, map the stack, interview the engineers, and tell you what's real fast.
That means a team with:
- A team that's not protecting the CTO's job—they're optimizing for your exit
- Direct experience in post-acquisition technical assessments
- The ability to evaluate both the code and the people writing it
- Honest answers about what should be rebuilt, what should be retired, and what's actually an asset
They’ll give you a prioritized decision set: which systems to modernize, which vendors to cut, whether to backfill or restructure the team, and what a realistic 12-month engineering roadmap looks like under your ownership.
Codingscape works with PE-backed companies to assess, structure, and scale engineering teams. We start with a technical assessment that gives you a clear picture of what you own, what it's worth, and what to do with it in the next 12 months.
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