AI data asset · anonymous listing
#1741
- Potential data value
- Assessment available after diligence
- Licensing readiness
- REVIEW REQUIRED
- Preferred structure
- Restricted-environment evaluation only
Seller identity is never disclosed at this stage. Introduction requires buyer qualification, seller approval and executed confidentiality.
- Industry
- IT / MSP
- Region
- Canada
- Company size
- 50–100 employees
- Years operating
- 30+
- Historical data
- 13 years
- Estimated records
- 3.2M+ records
- ERP
- QuickBooks
- CRM
- HubSpot
- Approx. employees
- 74
- Support Tickets
- Engineering Workflows
- Invoices
- Ticket triage and routing
- Change and patch approval
- Root-cause investigation
- Client reporting
Cross-system connectivity
ServiceNow → Jira → Microsoft 365
Volume
3.2M+ records in scope.
78
weight 12
Historical depth
13 continuous years of operating history.
86
weight 12
Workflow complexity
Multi-step decisions with real exception handling.
69
weight 12
Cross-system connectivity
Records join across 4 systems on shared keys.
63
weight 11
Uniqueness
IT / MSP operational reasoning is scarce in open corpora.
70
weight 10
Data quality
Structured fields are strong; free-text completeness varies by year.
74
weight 9
Outcome labels
Outcomes are recoverable from downstream records.
92
weight 9
Industry value
Active buyer demand for it / msp agents.
85
weight 8
AI-agent relevance
Tool-using, multi-system workflows suit agent training and evaluation.
71
weight 8
Licensing readiness
Client agreements require consent for reuse.
57
weight 5
Privacy / de-identification complexity
Client user identities in tickets.
71
weight 4
Why this asset scored 75
This it / msp asset covers 13 years of ticket triage and routing and related decisions across ServiceNow, Jira, Microsoft 365. Scarcity is the strongest factor: this class of operational reasoning is largely absent from public corpora. The score is held back by de-identification work on party identifiers and uneven free-text completeness in earlier years.
- •Support deflection
- •Vertical AI agents
- •Evaluation benchmarks
Ownership
Company-generated operational records in owned tenants.
Source systems
ServiceNow, Jira, Microsoft 365, Slack.
Third-party data
OEM vendor case notes.
Customer / client data
Client user identities in tickets.
Employee data
Approver identities appear in workflow audit trails.
Potential PII
Names and work contact details appear in free text.
Contract restrictions
Client agreements require consent for reuse.
Licensing permissions
Pending rights review.
Retention period
13 years retained; no scheduled destruction.
Geographic restrictions
Canada 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
- MODERATE
- Historical depth
- HIGH
- Workflow complexity
- MODERATE
- Cross-system connectivity
- MODERATE
- Industry uniqueness
- MODERATE
- Data quality
- MODERATE
- Outcome labels
- HIGH
- PII risk
- MODERATE
- De-identification difficulty
- MODERATE
- Licensing readiness
- REVIEW REQUIRED
- 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.