How our unique 3-layer architecture delivers intelligent QA, automated debugging, and continuous code quality for engineering teams.
From bug report to completed test
Cost per bug resolution
Cost savings vs manual QA
Budget cap - guaranteed
Unlike generic AI tools, our agents are built with three distinct layers of engineering intelligence, each adding depth and context.
Intelligent reasoning to identify why something broke. The agent traces through code paths, examines error logs, and pinpoints the exact source of failures.
Each layer builds on the one below, creating deep engineering understanding
The same 3-layer architecture, configured for the specific challenges of your engineering organisation.
Production incidents require immediate response. Root cause analysis takes hours while systems remain degraded.
Layer 1 analyses the incident in real time. Layer 2 understands your infrastructure patterns. Layer 3 knows your specific deployment history and past incidents.
Faster incident resolution with automated post-mortems.
A software company put our 3-layer architecture to the test. Here is what happened.
A fast-growing software company serving the gaming industry was struggling with a familiar challenge that affects businesses of all sizes.
During a major client launch, an urgent issue appeared: a key button stopped working on mobile devices. Every minute the problem remained, their customer could not complete their launch.
Hundreds of minor issues had piled up over the years. These small problems frustrated customers, but the team never had time to address them - they were too busy building new features.
The standard solution to this problem is to hire a dedicated manual QA contractor to constantly test the site and clear out technical debt. This is a luxury that typically drains $5,000 to $10,000 from a monthly operating budget.
Our 3-member digital team uses all three layers: foundation reasoning for root cause analysis, Claude Code powered tech chassis for code generation, and direct access to the client's codebase and ticket history.
Receives incoming bug reports, decides how urgent they are, and assigns work to the right team member.
We connected the digital team directly to their existing tools and security systems. No new software to learn. No changes to how their team works.
When the urgent mobile issue came in, the digital team immediately investigated, identified the cause, and prepared a fix with tests to ensure it never happens again - all in under 5 minutes.
During quiet hours, the digital team worked through the accumulated backlog of minor issues. While the human team was away, hundreds of small problems were resolved and tested - work that would have taken months of dedicated effort.
You stay in complete control. Every fix is reviewed by your team before going live. The difference is speed and cost - not quality or oversight.
Nothing goes live without your team's approval. The digital team prepares solutions and sends them directly to your developers for final sign-off.
Every fix includes automated checks that catch the same problem if it ever tries to come back. Your software gets more reliable with every issue resolved.
Instead of paying a $5,000+ monthly salary for a QA contractor, the business now pays just $0.93 per bug.
Even with the system burning through a massive legacy backlog and resolving critical issues in near real-time, the monthly compute cost is strictly capped at $900.
Urgent issues fixed in minutes
Problems that used to take days are now resolved in under 5 minutes.
Years of backlog cleared
Hundreds of accumulated issues handled automatically, without adding headcount.
Issues never return
Every fix includes automated checks that prevent the same problem from happening again.
Team focused on growth
Your developers spend 100% of their time building new features, not firefighting.
The result: a more reliable platform, happier customers, and a development team that now spends 100% of their time building new features instead of fixing old problems - at a fraction of the previous cost.
Explore how our 3-layer AI architecture can deliver intelligent QA, automated debugging, and continuous code quality for your team.