The problem
PRs wait 2-4 days. Seniors spend 30% of time reviewing. Test coverage stuck at 50-60%. Tech debt piles up. Reviews stall. Tests get skipped. Debt compounds.
The fix
We automate first-pass reviews, generate tests, and track debt. Your engineers build features.
What we build
An agent is a stack.
Intelligent code review
Automated first-pass on every PR. Security vulnerabilities caught. Coding standards enforced. Seniors freed up.
- Auto first-pass for common issues and anti-patterns
- Security vulnerability detection
- Team coding standards enforcement
- Context-aware improvement suggestions
Test generation
Comprehensive tests generated including edge cases. Coverage goals achievable without the tedium.
- Function analysis for behavior understanding
- Edge case coverage generation
- Uncovered path identification
- Auto-updates when code changes
Technical debt management
Debt quantified, categorized, and remediated. Auto-generated refactoring PRs. Dependencies kept current.
- Codebase scanning for debt indicators
- Debt scoring and categorization
- Safe refactoring PR generation
- Outdated package identification and updates
What it delivers
Outcomes, in weeks.
In this function
Solutions you can ship.
Code review agent
Automated first-pass on every PR. Security caught, standards enforced, seniors freed.
Explore →Test generation agent
Comprehensive tests with edge cases generated automatically. 80%+ coverage without the tedium.
Explore →Tech debt management
Debt scored, refactoring PRs generated, dependencies updated. Legacy code documented.
Explore →Bug fix agent
Root cause analysis, proposed fixes, and regression validation. 50-75% faster triage.
Explore →Release management
Automated changelogs, risk assessment, and stakeholder notification. Complete docs every release.
Explore →The payoff
What changes.
Concrete shifts our software development agents deliver — owned by you, sovereign, no vendor lock-in.
- PR wait time reduced 50-60%
- Test coverage achievable at 80%+
- Bug triage time cut 50-75%
- Automated changelogs every release
Questions
Questions from engineering leaders
What dev tools do you integrate with?
GitHub, GitLab, Jira, SonarQube, Snyk, Datadog, Sentry, Jenkins, and most dev tools via API.
Will it catch security vulnerabilities?
Yes. The code review agent scans for security vulnerabilities, anti-patterns, and coding standard violations on every PR.
What results should engineering leadership expect?
Engineering teams typically reclaim 15-20% senior capacity (30% review time → 10%), ship 25-30% faster with automated first-pass reviews, and avoid 1-2 quality-related hires ($180K-$260K/year).
How does test generation handle our specific testing framework?
We configure test generation for your framework (Jest, PyTest, JUnit, etc.) and coding patterns. Tests match your existing style and coverage requirements.
Do we own the system?
Yes. You own the system. We build the infrastructure in your stack, hand over the keys, and you own it forever.
Start here
Bring one workflow.
A 30-minute working call. We’ll map a software development workflow to an agent stack and tell you honestly whether it’s worth building.
Software Development
Outcomes, owned by you.
We build the system in your stack, hand over the keys, and you own it forever — sovereign, no vendor lock-in.