AI data asset · anonymous listing
#2185
- Potential data value
- Assessment available after diligence
- Licensing readiness
- RESTRICTED
- Preferred structure
- Non-exclusive, annual license with usage reporting
Seller identity is never disclosed at this stage. Introduction requires buyer qualification, seller approval and executed confidentiality.
- Industry
- Education
- Region
- United States
- Company size
- 50–100 employees
- Years operating
- 32+
- Historical data
- 11 years
- Estimated records
- 760,000+ records
- ERP
- Workday
- CRM
- Salesforce
- Approx. employees
- 92
- Case Management
- Support Tickets
- Financial Records
- Schedules
- Enrolment exception handling
- Financial aid review
- Advising escalation
- Course scheduling
Cross-system connectivity
Workday → Salesforce → ServiceNow
Volume
760,000+ records in scope.
54
weight 12
Historical depth
11 continuous years of operating history.
76
weight 12
Workflow complexity
Multi-step decisions with real exception handling.
65
weight 12
Cross-system connectivity
Records join across 4 systems on shared keys.
85
weight 11
Uniqueness
Education operational reasoning is scarce in open corpora.
77
weight 10
Data quality
Structured fields are strong; free-text completeness varies by year.
75
weight 9
Outcome labels
Outcomes are recoverable from downstream records.
86
weight 9
Industry value
Active buyer demand for education agents.
63
weight 8
AI-agent relevance
Tool-using, multi-system workflows suit agent training and evaluation.
93
weight 8
Licensing readiness
Student privacy law restricts secondary use.
29
weight 5
Privacy / de-identification complexity
Student records are protected.
41
weight 4
Why this asset scored 71
This education asset covers 11 years of enrolment exception handling and related decisions across Workday, Salesforce, ServiceNow. Scarcity is the strongest factor: this class of operational reasoning is largely absent from public corpora. The score is held back by licensing constraints that point to a restricted-environment evaluation rather than a data transfer.
- •Support deflection
- •Vertical AI agents
- •Scheduling
Ownership
Company-generated operational records in owned tenants.
Source systems
Workday, Salesforce, ServiceNow, Google Workspace.
Third-party data
Accreditor and lender correspondence.
Customer / client data
Student records are protected.
Employee data
Approver identities appear in workflow audit trails.
Potential PII
Names and work contact details appear in free text.
Contract restrictions
Student privacy law restricts secondary use.
Licensing permissions
Pending rights review.
Retention period
11 years retained; no scheduled destruction.
Geographic restrictions
United States operations only.
Intended AI use
Seller prefers training plus evaluation, no resale.
De-identification requirements
Entity and person pseudonymisation required pre-sample.
Status indicators reflect seller-reported information and SentryRights screening only. No asset is represented as legally licensable until rights and privacy diligence is completed with the seller and, where applicable, its counsel.
Demo data — illustrative sample listings, not live marketplace records
- Volume
- LOW
- Historical depth
- MODERATE
- Workflow complexity
- MODERATE
- Cross-system connectivity
- HIGH
- Industry uniqueness
- MODERATE
- Data quality
- MODERATE
- Outcome labels
- HIGH
- PII risk
- HIGH
- De-identification difficulty
- HIGH
- Licensing readiness
- RESTRICTED
- 1
Buyer submits request
Identity, funding stage and entity are verified before the request moves.
- 2
Buyer provides intended use
Specific model, application and downstream distribution limits stated in writing.
- 3
Platform reviews buyer
SentryRights qualifies the buyer and screens the intended use against seller preferences.
- 4
Seller receives request
Seller sees the buyer profile and intended use while remaining anonymous.
- 5
Seller approves or declines
No identity is disclosed without an explicit seller approval.
- 6
NDA / confidentiality
Mutual confidentiality executed through the platform.
- 7
Identity revealed
Counterparties are introduced only at this point.
- 8
Data diligence begins
Rights review, privacy review and de-identification are coordinated by SentryRights.