Claims are easy to polish
Resumes, portfolios, and credentials describe a person, but rarely show how the work unfolded.
A professional network where collaborative work, completed sessions, and performance history become part of the professional record.
Proof connects collaboration, completed work, and performance history to the professional profile.
AI systems engineer
Work, decisions, revisions, and a reviewable report.
The artifacts used to evaluate people often separate what they claim from how they actually work.
Resumes, portfolios, and credentials describe a person, but rarely show how the work unfolded.
Short conversations compress reasoning, collaboration, and judgment into a narrow window.
Most hiring records capture the answer, not the decisions, revisions, and teamwork behind it.
A shared room produces session evidence. The report becomes part of a professional profile that teams can review.
People solve a real problem together in a structured room.
Room activity and outcomes become evidence from the session.
A report organizes observations, strengths, and development areas.
Evidence joins professional history and builds over time.
Build a record around work, not only a list of claims.
Review richer context and invite people into structured sessions.
The product brings professional identity, collaboration, and hiring tools into one application.
Experience, education, projects, skills, credentials, session reports, and performance history.
Live, configurable collaboration with video, chat, notes, whiteboards, and code.
Search profiles, compare candidates, publish jobs, manage applications, and run assessments.
Room formats are configurable for the type of work, with participants collaborating in a shared environment.
Choose a format for engineering, design, research, strategy, or an interview.
Use the shared tools the session calls for, not a one-size quiz.
Session activity and outcomes feed into a report for review.
Reports and professional history accumulate in a profile over time.
The analysis is designed to make observed work easier to review alongside the task and the people involved.
Structured session · report view
EXAMPLE CONTENT ONLY · NOT A CUSTOMER CASE STUDY
The all-in-one source release includes the web app, real-time API, background analysis, and data services for local deployment.
The product supports hiring and assessment workflows; packaging, pricing, and demand still need validation.
Potential paid workflows:
A team subscription is a direction to validate, not an established pricing model.
Professionals build a useful work record. Teams review richer context. Sessions create more evidence.
Test a focused workflow with a small set of recruiting teams before widening the market.
The repository shows a broad working product surface. The next milestone is validating a focused use case with real teams.
No independently verified customer, revenue, pilot, or growth metrics are included in the source materials reviewed.
Seeking pre-seed capital and design partners to turn a working product into a validated, deployable business.
Support pilot design, product validation, and production hardening. Raise target and runway available on request.
Recruiting teams willing to test a focused, evidence-led evaluation process.
Walk through the app, architecture, and what needs to be proven next.
Product and report visuals are illustrative. Demo profiles and scores are sample data, not customer results.