Blog/SaaS & Startups

Technical Debt Triage: Decide What to Fix First and What to Leave

Build a simple technical debt register and scoring method so you fix the debt that slows the business and consciously ignore the rest.

By Sagar Makker · 7 min read · October 2026
Coding Programming
In short
Write debt down in one register with the business pain it causes, not just the code smell.
Score each item on impact, risk and cost to fix, then fix the top few each cycle.
Reserve a fixed share of capacity you choose so debt work never depends on goodwill.
The problem

This is for CTOs, engineering managers and founders who hear that the code is a mess but cannot tell which parts actually hurt. Without triage, debt work is either ignored until something breaks or becomes an endless rewrite wish list. This post gives you a debt register, a scoring method tied to business outcomes, a capacity rule you set yourself and a way to explain debt decisions to non-technical leadership in plain terms.

The founder asks why a simple change to the pricing page takes two weeks. The engineers explain that the pricing logic is copied in four places and nobody trusts the tests. They have been asking for a rewrite for months, but every sprint fills with customer requests. Meanwhile, two engineers have left, partly because working in that code felt hopeless.

Most teams discuss technical debt as a single vague complaint. Engineers want time to clean up, product wants features, and there is no shared list of what the debt is, what it costs or which pieces matter. The result is either no debt work at all, or a large rewrite that stalls halfway and leaves two systems to maintain.

Why it happens
01Debt is discussed as a feeling rather than listed as specific items
02Items are described in code terms with no link to customer or business pain
03No agreed scoring, so the loudest engineer or latest outage sets priority
04Debt work has no reserved capacity and loses to feature requests every time
05Big rewrites are proposed instead of small, staged improvements
How to fix it
1
Create a single debt register
The engineering manager sets up one list where any engineer can add debt items. Each entry records the affected area, the symptom and the business pain, such as slow changes, outages or onboarding difficulty.
2
Score impact, risk and cost
Senior engineers score each item on a simple one-to-three scale for business impact, risk of incident or security exposure and effort to fix. Multiply or add the scores and sort the register.
3
Reserve fixed capacity each cycle
The CTO and product head agree a share of each sprint for debt, a figure you choose, and protect it. The top-scored items fill that capacity before any new debt is considered.
4
Fix debt next to feature work
When a planned feature touches a high-scoring debt area, the tech lead bundles the cleanup into that work. This improves code where change is happening and avoids isolated rewrites nobody uses.
5
Review and report quarterly
Each quarter the engineering manager rescores the register, closes finished items and explains to leadership what was fixed, what improved and which debts are consciously accepted for now.
Worked example
A logistics SaaS stops arguing about a rewrite

A logistics SaaS in Gurugram had a long-running debate about rewriting its rate engine. The engineering manager instead asked each engineer to add specific debt items to a register with the business pain each caused. Scoring showed that the rate engine itself was fine, but duplicated tax and currency logic around it caused most bugs and slow changes. The team reserved a fixed share of each sprint and cleaned up that logic piece by piece while building planned features. Changes to pricing became quicker, the rewrite request faded, and leadership finally had a clear view of what debt existed and why some was left alone.

Common mistakes
×
Proposing a full rewrite as the fix
Rewrites take longer than planned and leave two systems running. Break the work into small, independently shippable improvements that reduce pain at each step.
×
Describing debt only in technical terms
Leadership cannot prioritise what they cannot understand. Describe each item by its effect on speed, reliability, security or customer experience.
×
Treating all debt as bad debt
Some debt was a sensible shortcut and costs little. Mark low-impact items as accepted so the team stops feeling guilty and focuses on what matters.
Where an AI agent helps
Input
Incident reports, bug tickets, code churn data and the debt register
Agent does
An agent on XDQ AgentOS links bugs and incidents to register items and suggests scores for review
Human gate
Engineering manager confirms scores and priority before items enter a sprint
Outcome
Ranked debt register with evidence attached to each item
Checklist
Create one technical debt register open to all engineers
Record business pain for every debt item
Score items on impact, risk and effort
Agree a fixed share of sprint capacity for debt
Bundle debt fixes with features in the same area
Review and report the register every quarter
What to measure
Open high-score debt items
Share of sprint spent on debt
Bugs traced to known debt areas
Lead time for changes in debt areas
Questions
How much engineering time should go to technical debt?

There is no universal answer. Pick a share that leadership agrees to protect, review it quarterly and adjust based on whether bugs, incidents and slow changes in debt areas are improving. Consistency matters more than the exact figure.

How do I explain technical debt to a non-technical founder?

Translate each item into business terms: this area causes most billing bugs, or changes here take three times longer than elsewhere. Show the register with scores so they can see priorities and trade-offs rather than a general complaint.

When is a rewrite actually justified?

When the system cannot support a required capability, the technology is unsupported or insecure, and incremental improvement is clearly more expensive. Even then, replace it in stages behind a stable interface rather than switching everything at once.

Who should own the technical debt register?

An engineering manager or tech lead owns the register and the scoring process. Every engineer can add items, but one person makes sure it is reviewed, scored and connected to sprint planning.

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