DaybreakDaybreak AI
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About
Daybreak is an AI labor platform for enterprise planning that helps teams improve demand planning decisions, measure override costs, and connect planning outcomes to P&L impact. The platform uses AI agents such as Dawn to read signals, generate predictions, apply judgment, submit autonomous forecasts, and escalate high-impact decisions for human review. Daybreak captures planner overrides, reasoning, confidence, and edits so expert judgment can be reused and improved over future cycles. Each decision is scored against outcomes, helping teams understand which choices added value and which created costs through write-downs, expedites, stockouts, or trapped working capital. The platform is designed to shift routine planning work to agents while keeping humans focused on the decisions that matter most. Built for enterprise supply chain and planning teams, Daybreak helps organizations scale judgment, reduce costly overrides, improve margin, and make planning value repeatable.
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About
Hark is a decision intelligence system designed to transform AI outputs into production-ready decisions by adding governance, oversight, and accountability to existing AI workflows. It acts as a layer between AI models and real business processes, enabling organizations to apply company policies, regulatory requirements, and business rules before any AI-driven decision is executed. It allows teams to integrate human expertise directly into the decision loop by routing outputs to the appropriate stakeholders for review, approval, or override, ensuring that critical decisions remain controlled and auditable. It captures full accountability by recording who approved each decision, when it occurred, and the reasoning behind it, while also generating clear, human-readable explanations that can be used for internal audits or regulatory compliance. Hark is built specifically for regulated environments such as financial services, insurance, and healthcare.
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Platforms Supported
Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook
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Platforms Supported
Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook
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Audience
Daybreak is best suited for enterprise supply chain teams, demand planning teams, CPG manufacturers, inventory planners, finance leaders, operations leaders, planning executives, and organizations that need AI labor, demand planning agents, forecast governance, override scoring, P&L visibility, inventory reduction, margin improvement, stockout prevention, working capital optimization, and scalable planning judgment
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Audience
Enterprise teams in regulated industries that need to safely deploy AI by turning model outputs into controlled, auditable, and production-ready decisions
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Support
Phone Support
24/7 Live Support
Online
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Support
Phone Support
24/7 Live Support
Online
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API
Offers API
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API
Offers API
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Screenshots and Videos |
Screenshots and Videos |
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Pricing
No information available.
Free Version
Free Trial
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Pricing
No information available.
Free Version
Free Trial
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Reviews/
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Reviews/
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Training
Documentation
Webinars
Live Online
In Person
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Training
Documentation
Webinars
Live Online
In Person
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Company InformationDaybreak AI
Founded: 2016
United States
daybreak.ai
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Company InformationHark
United States
hark.com
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Categories |
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Integrations
APERIO DataWise
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