Final report A
Polished analysis
Work process evidence
- ResearchReviewed multiple sources
- JudgmentChallenged an AI recommendation
- VerificationChecked claims against primary sources
- RevisionReworked reasoning before finalizing
DION for Work · What we’re building
Show what you can do when AI is part of the work.
DION turns the research, decisions, verification, revisions, and judgment behind AI-assisted work into evidence of human capability.
For professionals, employers, universities, and training programs.
DION Work Session
In progressQuarterly Market Report
The finished document — one part of the story.
Capability evidence
- Research· evidenced
- Analysis
- Verification
- Judgment
Research: Compared 4 industry sources
The finished work matters. So does how you got there.
Why finished work isn’t enough
The finished output is no longer the whole story.
Two people can produce equally polished work with AI while demonstrating very different levels of research, judgment, verification, and understanding. The final file alone can’t show you the difference.
Final report B
Polished analysis
Work process evidence
- ResearchAI generated the initial research direction
- JudgmentAccepted the initial recommendation
- VerificationNo verification evidence captured
- RevisionMinor formatting edits
Same-looking output. Very different evidence of capability.
Neither approach is wrong, and DION doesn’t score how much AI someone used. It simply makes the human contribution behind AI-assisted work visible.
DION Work Sessions
Start with the work. DION captures the process around it.
A DION Work Session connects a real task with the research, AI use, decisions, verification, revisions, and evidence that shape the final result.
Relevant work becomes structured evidence instead of disappearing once the task is finished.
DION Work Session
In developmentSession in progress…
One session is evidence from one task. Many sessions begin to show what someone can do.
DION Capability Record
In developmentYour capabilities, backed by real work.
Over time, evidence from real Work Sessions can build a clearer picture of what someone has actually demonstrated across projects — not just what they claim they can do.
No meaningless badges. No capability score pulled from a single task.
- Event
- Session
- Project
- Capability
Watch the record build as project evidence is added.
DION Capability Record
In development- ResearchEvidence across 1 project · 4 evidence-backed examples
- AnalysisNo evidence yet
- VerificationEvidence across 1 project · 2 evidence-backed examples
- JudgmentEvidence across 1 project · 2 evidence-backed examples
- AI collaborationNo evidence yet
Counts show the breadth of evidence — not a score, rank, or level.
Every capability can point back to the work that demonstrated it.
Your capability record should move with you.
Your DION Capability Profile
In developmentYour capability shouldn’t disappear when the job ends.
Your DION Capability Profile can bring together evidence-backed capabilities, selected projects, and permitted evidence from your work — creating a professional record that grows with you.
Built from demonstrated work, not just self-reported skills.
Evidence of capability should be able to move with the person — across internships, jobs, freelance work, career changes, university programs, and professional training. You can also bring selected past work into your professional record, kept distinct from evidence captured in a verified DION Work Session.
Select a capability to see the work behind it.
Alex Morgan
Verified identity · DION Capability Profile
Capabilities
Selected evidence for Research
- Market entry recommendationResearch · Verification · Judgment
- Board presentationResearch · Writing · Revision · AI collaboration
Portfolio
3 selected projects
Capability record
Evidence across multiple Work Sessions
View shareable profileChoose what you share.
A clearer professional record helps people show what they can do — and helps organizations understand capability beyond the résumé.
For employers
In developmentUnderstand capability beyond the finished output.
DION helps organizations connect real work with evidence of research, judgment, verification, problem solving, AI collaboration, and other capabilities — giving leaders a clearer picture of what people are actually demonstrating.
Not productivity tracking. Not secret monitoring. Evidence tied to purposeful Work Sessions.
Workers should know when a DION Work Session is active and what evidence it is designed to capture.
Organization
Northstar Labs
Workforce capability view
Research
Evidence demonstrated across 18 workers
Evidence appears across
- Market analysis
- Customer research
- Strategy projects
- Competitive reviews
Development signal
Source verification is less consistently demonstrated.
Evidence coverage, not ranking. Higher counts do not mean better performance.
AI policy
- Approved tools
- Allowed uses
- Verification expectations
- Sensitive-data boundaries
Capability evidence can help organizations see where people are strong, where support is needed, and where AI policy or training may need to evolve.
Built for trust
In developmentDesigned for evidence. Not employee surveillance.
DION Work Sessions are transparent, purposeful, and tied to defined work. Workers should know when a session is active, what evidence it is designed to capture, and how that evidence may be used.
The goal is to make capability visible — not to monitor people in the background.
A transparent DION Work Session
A Work Session is tied to a defined task and captures relevant evidence around that task — not unrelated activity across the worker's day.
What DION is not
DION for Work is not background employee monitoring.
- Not constant background monitoring
- Not keystroke logging
- Not mouse tracking
- Not “active minutes”
- Not hidden screen recording
- Not productivity scoring
- Not secret observation
- Not a worker leaderboard
Better evidence should not require less trust.
How DION for Work works
In developmentFrom real work to evidence of capability.
DION connects a defined task to the work process behind it, then turns relevant evidence into a record of demonstrated capability over time.
Begin with a defined task and clear AI expectations.
Organizations can use evidence patterns to understand and develop workforce capability.
The same evidence model can bridge education, training, and professional work.
For universities & training programs
In developmentEvidence of capability can start before the first job.
Universities, career programs, bootcamps, and professional training organizations can connect real projects to DION so demonstrated capability becomes part of a professional record — not something that disappears after the course ends.
Verified by the organization. Carried forward by the individual.
Capability record
One record, growing over time
- ResearchAwaiting
- AnalysisAwaiting
- VerificationAwaiting
- AI collaborationAwaiting
- JudgmentAwaiting
- Problem solvingAwaiting
Organization verification pending
University / training project: Market Research Capstone
The record carries appropriate evidence and verification — not confidential or proprietary source material.
Programs can use DION to
- Connect capability claims to real projects
- Issue organization-verified records
- Help participants leave with evidence of what they demonstrated
- Understand capability patterns across a cohort
Evidence can grow with a person from learning, to training, to professional work.
DION for Work
Early accessBe among the first to use DION for Work.
Join the waitlist for early access, product updates, and opportunities to help shape what we’re building.
For professionals, employers, universities, career centers, and training programs.