Provenance and attestation
Proof of human-vs-AI origin for artefacts, claims, and decisions. The technical layer of verified human.
What we're exploring.
Bilo Labs is in the exploration phase of the verified-human thesis. We are deliberately not committing to a single product yet. The candidate expressions are below. One will be the right place to land. The next six to twelve months is finding out which.
Candidate expressions
Verified-human identity
Proof-of-human as a primitive for commerce, platforms, and credentials, where AI has made other signals unreliable.
Accountability evidence for regulated industries
Evidence systems for regimes where statements have replaced evidence and the burden of proof is shifting. Includes AML, audit, ESG, modern-slavery DD, and adjacent.
AI assurance
Human-in-the-loop liability and audit infrastructure for AI systems themselves. The trust layer for software that cannot itself be held to account.
Witnessed-archive-shape products
Verified-human media, attribution-first creator platforms, and the consumer-side appetite for what is provably not synthetic.
Human-mediated platforms
Community and creator spaces in domains where AI saturation is creating counter-demand for unmediated presence.
Supported through
Bilo Labs is a 2026 participant in the Melbourne Migrapreneurs Program, delivered by the City of Melbourne in partnership with Catalysr and Arctic 90. Read more →
How to follow this
The exploration runs in public. Long-form research on each of the candidate expressions is published as we work through them. Commit signals (problem-discovery learnings, market reads, prototype work) appear there first.
If you are operating, building, or thinking in any of these spaces and want to compare notes, we want to hear from you.