Platform
Three layers. One foundation.
Scallar is designed as a system of action, not a system of record: it observes real work, evaluates its efficiency and drives the actions that improve it.
Layer 01 · Observe
See how work actually happens.
Scallar is designed to connect to authorized workplace tools and reconstruct observable work as structured contributions — without imposing self-report questionnaires on employees.
Slack · Calendar · Code reviews
Who with whom
Collaboration patterns.
Jira · Linear · HubSpot · Docs
Working on what
Tasks, projects and priorities receiving attention.
Tools and methods where data allows
Working how
Human alone, human + AI, or autonomous agent.
Tasks · PRs · Opportunities · Milestones
With what result
Deliverables and observable outcomes.
Layer 02 · Understand
Understand what really makes work effective.
Contributions are translated into team-level patterns across four complementary dimensions. Indicators are designed to trigger improvements — never to rank or score individuals.
Meeting load · silos · dependencies
Collaboration
Are we collaborating productively?
Alignment · blocked work · cycle time
Tasks
Are we working on the right things?
AI by task type · workflows
Methods & AI
Are we using the most effective methods?
Workload · out-of-hours · focus
Sustainability
Can we maintain this over time?
Layer 03 · Improve
Turn intelligence into better ways of working.
Scallar is designed to connect detection, recommendation, intervention and the measurement of what changes — across six action domains.
A-01
Alignment
Designed to surface gaps between the work actually happening and the organization's stated priorities.
A-02
Workload & Sustainability
Designed to identify team-level overload or underload patterns before they become attrition or burnout.
A-03
Collaboration
Designed to reveal inefficient coordination: meeting load, silos, critical dependencies and bottlenecks.
A-04
Methods & AI
Designed to help organizations use AI more effectively — and to spread the working methods that actually work.
A-05
Development
Designed to identify development opportunities from observable work rather than static competency grids.
A-06
Recognition
Designed to bring supportive and collaborative work to light — so recognition rests on evidence, not memory.
The closed loop.
- 01
Observe
- 02
Understand
- 03
Act
- 04
Measure
- 05
Improve
Scallar is designed to track what changes after an intervention and help evaluate its effect. Before/after differences are not presented as proven causal effects.
Foundation · Trust & compliance
- Level 1
Private information
Inform the individual directly. Only they see it.
- Level 2
Manager recommendation
Recommend an action to an authorized human.
- Level 3
Execution with approval
Execute an authorized action after validation.
- Level 4
Autonomous low-risk
Execute permitted low-risk actions autonomously.
Anything relating to evaluation or compensation is restricted to Levels 1–2.