All Use Cases

Technical Debt Removal

Continuous refactoring. Incremental test coverage. Zero disruption.

Systematically eliminate technical debt through autonomous, governed refactoring. Helix identifies debt hotspots, generates refactoring plans, and increases test coverage incrementally — all while your team ships features.

Technical Debt Removal visualization

The Challenge

Technical debt compounds faster than teams can address it

Every team knows their debt. Few have the bandwidth to address it. Manual refactoring is risky, time-consuming, and constantly deprioritized in favor of feature work.

Refactoring is manually intensive and competes with feature delivery

Low test coverage makes changes risky and unpredictable

Debt accumulates in areas teams avoid touching

No systematic approach to measure or reduce debt over time

The Helix Approach

Autonomous debt reduction that runs alongside feature work

Helix continuously analyzes your codebase for debt hotspots, generates targeted refactoring PRs, and incrementally increases test coverage. Each change is small, safe, and fully governed.

Debt Hotspot Detection

Automated analysis identifies high-complexity, high-churn areas where refactoring will have the greatest impact.

Continuous Refactoring

Small, targeted refactoring PRs are generated autonomously. Each one is self-contained, tested, and reviewable.

Incremental Test Coverage

Helix generates tests for untested code paths, steadily increasing coverage without blocking feature development.

Debt Metrics Dashboard

Track debt reduction over time with clear metrics: complexity scores, coverage percentages, and churn analysis.

How it works

A governed, traceable flow from start to finish.

STEP 01

Codebase Analysis

Helix scans your repository for complexity hotspots, untested paths, code duplication, and dependency issues.

STEP 02

Prioritized Debt Plan

Generates a ranked backlog of refactoring opportunities based on impact, risk, and effort.

STEP 03

Autonomous Refactoring

Small, safe refactoring PRs are generated continuously alongside new test coverage for modified paths.

STEP 04

Measure & Iterate

Track debt reduction metrics. Helix adapts its prioritization as the codebase improves.

Expected Outcomes

40%

Average complexity reduction in 90 days

2x

Test coverage increase per quarter

Zero

Feature delivery disruption

Continuous

Measurable debt reduction

Start reducing debt with Helix

See how Team Helix transforms this workflow for your organization.