The profile describes a Markdown identity representation, shared visibility-aware loading and deterministic identity versions.
From an AI search to a permissioned introduction.
This case study uses Jan Valkonen’s real, approved public Kleoverse identity. It shows what a discovery agent can report, which published records support the result, what it must leave unknown and why discovery is not permission to contact.
The public source
Jan Valkonen
Founder, inventor and AI product builder · Joensuu, Finland
- Availability
- Actively seeking employment
- Snapshot identity
kv_855895e9e436007acce302ee- Source rule
- The live profile remains authoritative when this dated page differs.
01
Company request
Describe the work, not a title.
“Find an AI product builder in Finland with founder experience, evidence-backed professional-identity work and experience shipping agent-accessible systems.”
02
Discovery resultPublished recordMachine-Readable Professional Identity Published recordAI Talent Discovery Engine Published recordPermissioned Opportunity Rooms
A match with reasons—not a score.
Jan ValkonenFounder, inventor and AI product builder · Finland
Public matchJan’s published profile is relevant because it records founder and AI leadership experience alongside current projects for machine-readable professional identity, evidence-aware talent discovery and permissioned opportunity workflows.
The project record supports work on evidence-based, explainable professional discovery rather than opaque percentage matching.
The profile describes review, acceptance or decline, approved information snapshots and participant-restricted rooms.
Source: Jan Valkonen’s approved public Kleoverse profile, captured October 26, 2026. These are owner-published professional records, not an independent certification by Kleoverse.
03
Visible limitations
The agent must preserve what is not established.
- No hourly rate is stated in the captured public profile.
- No preferred employment arrangement is stated beyond actively seeking employment.
- Public project descriptions support the work recorded; they do not independently measure quality, commercial adoption or fit for a particular role.
- A public profile does not authorise bulk export, direct outreach or access to private evidence.
- The current live profile should be checked because availability and professional records can change.
04
Permission boundary
Discovery ends before contact begins.
This page documents the intended controlled workflow and the public profile records behind it. It does not claim that an external company completed a real hiring transaction.
One identity can serve a person, a company and an AI agent without collapsing consent.
- The person maintains the source identity
- The company receives an explained result
- The agent cites published records and visible gaps
- The next step remains permissioned
Evaluate the same public source.
Compare the human profile, its Markdown representation and this dated interpretation. If something differs, use the live profile as the source of truth.