Benefits
- Benefit
-
KYield announced HumCat on July 18, 2017. Its release describes a distributed AI system operating within organizational workflows and a prevention program that could be combined with insurance or catastrophe bonds. A later founder account describes risk mitigation and performance guarantees as proposed commercial features. Neither source supplies a named customer, observed avoided catastrophe, evaluation design, or quantified realized loss reduction. [1] [2]
- Category
-
Reduced Risk
- Beneficiary groups
-
Organizations. Society.
- Expected?
-
Yes
- Outcome identifiers
-
Not assessed
- Beneficiaries
-
Not assessed
- Reach
-
Not assessed
- Distribution and access
-
Not assessed
- Duration
-
Not assessed
- Costs and harms
-
Not assessed
AI system
- Application developer
-
KYield, Inc.
- Workflow
-
KYield describes a distributed AI system operating within organizational workflows.
- Relation to AI
-
The maker describes AI filtering organizational information and detecting risk. The sources do not establish a measured prevention effect or isolate an AI contribution.
- AI contribution
-
The maker describes AI filtering organizational information and detecting risk. The sources do not establish a measured prevention effect or isolate an AI contribution. [1] [2]
- Model
-
Not assessed
- Release
-
Not assessed
- Role
-
Not assessed
- Configuration
-
Not assessed
- Inputs and outputs
-
Not assessed
- Autonomy
-
Not assessed
- Human oversight
-
Not assessed
Measurement
- Studies
-
Not assessed
- Study design
-
Not assessed
- Measurement
-
Not assessed
- Setting and sample
-
Not assessed
- Measures
-
Not assessed
- Comparison
-
Not assessed
- Results
-
Not assessed
- Additional value from AI
-
Not assessed
- Limitations
-
Not assessed
- Denominators
-
Not assessed
- Materials for replication
-
Not assessed
Money
- Kind of value
-
Not assessed
- Amount
-
Not assessed
- Currency and prices
-
Not assessed
- Period and unit
-
Not assessed
- Realization
-
Not assessed
- Recipients and payers
-
Not assessed
- Gross or net
-
Not assessed
- Included costs
-
Not assessed
- Comparison
-
Not assessed
- Method
-
Not assessed
- Return and payback
-
Not assessed
People and places
- Participants
-
Developer: KYield, Inc.
- Jurisdictions
-
Developer:
United States. - Ownership and control
-
Not assessed
- Dependencies
-
Not assessed
- Cross-border connections
-
Not assessed
- Geopolitical implications
-
Not assessed
Follow-up
- Conditions for replication
-
A prevention claim requires a documented intervention, a credible counterfactual, and independently reviewable evidence.
- Later findings
-
Subsequent deployment and benefit outcomes have not been established by the reviewed sources.
- Replication attempts
-
Not assessed
- Availability
-
Not assessed
- Institutional decision
-
Not assessed
- Grounds
-
Not assessed
- Action and result
-
Not assessed
- Success criterion
-
Not assessed
Evidence
Grades
- Assessed benefits
-
Organizations. Society.
- Reasons
-
Organizations: The reviewed material does not establish the magnitude of a benefit for this group. Society: The reviewed material does not establish the magnitude of a benefit for this group.
- Observed or intended
-
Intended benefits. The depths describe their intended extent.
- Fill
-
The makers' claim
- Depth
-
Not assessed
- Rubric
-
Not assessed
- Assessor and date
-
Not assessed
- Alternative assessments
-
Not assessed
Entry details
- Field
-
Organizational risk management and catastrophe prevention.
- Purpose
-
HumCat is intended to detect organizational risks and prevent human-caused catastrophes. [1] [2]
- Dates
-
Recorded value
- Version
-
3b0afd08eea99d2ece30381a42f47f306e039a22a2e260e0de6f3a36adf9aec0
- Kind
-
Not assessed
- Related entries
-
Not assessed
References
- Other identifiers
-
Recorded value
- Revisions
-
1 revisions. Latest: 27 October 2026.
- Category mappings
-
Not assessed
- Brief
-
Not assessed
Sources
-
Press release Developer
Kyield Releases the HumCat System for Prevention of Human-Caused Catastrophes. 2017-07-18. https://www.prnewswire.com/news-releases/kyield-releases-the-humcat-system-for-prevention-of-human-caused-catastrophes-300489916.html. Accessed October 27, 2026.
Company release establishes announcement, proposed AI workflow and prevention/finance benefits. Release dated July 18, 2017; opening paragraphs; Key benefits of the HumCat product line; About Kyield.
Original issuer-authored release hosted by PR Newswire.
-
Report Developer
A 20 year trek in AI systems. 2017-11-23. https://kyieldos.com/2017/11/23/a-20-year-trek-in-ai-systems/. Accessed October 27, 2026.
Founder describes the proposed HumCat prevention and risk-financing model. Section HumCat (Prevention of Human Caused Catastrophes).
Founder's account of the same product adds proposed financing and risk-transfer arrangements, not another prevention observation.
Collections: Safeguards.