AI can generate code fast. Gimbl reveals whether it actually holds up.
Replace uncertainty with clarity.
Invite-only pre-launch. Limited early access.
Most tools validate the "happy path." We focus on failure modes.
Gimbl analyzes code structure, state transitions, and execution logic to infer how your system behaves under real conditions.
Benefit: Surfaces fragile logic AI linters miss.
Visualizes high-coupling areas and hidden dependency chains within your application.
Benefit: Stop fearing that fixing one feature breaks five others.
Evaluates structural weaknesses in edge paths, async behaviors, and authentication states based on known patterns.
Benefit: Fix the structure before the user finds the break.
"Why did this break when I didn't touch that file?"
"Is my authentication actually secure, or does it just look like it works?"
"What happens when fifty users hit this button at the exact same time?"
You are not blocked by tools. You are blocked by uncertainty.
Monitoring tools explain incidents after they happen. Gimbl prevents them.
Six months of blind shipping leads to a rebuild you cannot afford.
Stabilize your foundation before you scale your capital.
Gimbl is designed by senior developers who have audited hundreds of rapid-growth codebases. We have seen the patterns of failure that AI introduces.
We do not rely on resume flex; we rely on scar tissue. We help you find the breaking points before your users do.
Link your repo or Replit project. Read-only access. No environment changes required.
Gimbl maps your dependencies and identifies silent failure paths. No code is executed or altered.
Receive your report and fix the risks that matter most before they reach production.
Stabilize before scale.