A maker should be able to decide whether an exact commit is ready to ship without needing to interpret a security scanner dump.
Evidence-backed security checks for apps built with AI.
From Wize Lab,
VibeBear
Wize Lab / L–04
Evidence-backed security checks for apps built with AI.
Start the conversationExperiment brief.
What this work is testing, where it stands and why it belongs inside Wize Lab.
Active experiment
The private MVP currently centers on the Safe verdict. Works and Ship remain planned verification tracks while external validation tests real use and payment commitments.
Evidence before scale.
VibeBear tests whether non-security specialists can use a scoped Safe verdict for one inspected revision before the broader Works and Ship model is built out.
What exists today.
Verified capability from the current product—not a roadmap presented as fact.
Security evidence stays scoped.
The current verdict explains supported findings, what was not checked and what deserves attention.
Unknown does not become green.
Incomplete or unsupported checks remain visible instead of being flattened into false certainty.
The verdict belongs to what was inspected.
The result identifies the analyzed revision so later code cannot silently inherit an earlier security conclusion.
See the experiment in motion.
Open the current product surface, or talk to Wize about what the experiment could unlock in your context.
Bring an experiment into the real world.
Talk to Wize about the opportunity, the evidence and what it would take to move beyond the lab.
Build with Wize