Organizations don't have data problems.
They have Question Debt — unanswered questions that compound silently until they surface as costly reversals.
The Question-Driven Decision Workspace
Ask the hard question. Validate with evidence. Publish a decision record your team can trust.
"Why did monthly active users drop 12% last quarter?"
Files get lost. Dashboards get forgotten.
Decisions without records become debates without end.
Everyone agrees on what "churn" or "active" means before work starts.
Every answer links to data, confidence ratings, and documented assumptions.
Create a searchable Decision Record: definitions, evidence, approvals, dataset links.
From question to actionable decision together.
A simple workflow that makes the decision process explicit and collaborative: intent, evidence, and activation.
Start with the question — not the data.
Make decisions faster — and make them stick.
Alignment stays visible
Everyone sees the current question, assumptions, and scope.
Evidence is traceable
The "why" behind the answer is preserved, not improvised.
Work scales across teams
DE, DS/ML, SMEs join when needed — without chaos.
Decisions gain memory
Reuse past work, fork questions, and stop starting from zero.
Built for the roles that drive decisions.
Leaders
"I approved a dashboard I didn't fully understand."
Analytics / Product
"We answered this six months ago — but nobody can find it."
Risk / Compliance
"We need an audit trail, but analysis lives in 40 spreadsheets."
Data Teams
"We're building dashboards for questions nobody locked down."
Spreadsheets became the decision room — because nothing else existed.
Teams use Excel as a workaround to collaborate on logic, assumptions, and outcomes in one place. It works — until the context breaks, the logic becomes fragile, and nobody can explain why the numbers mean what they mean.
Learning Nodes doesn't replace your tools.
It turns the reasoning between them into an asset.
One ecosystem. Multiple ways to collaborate.
Use Learning Nodes as your core DecisionOps workspace — with optional modules for AI assistance, reusable assets, and training.
Workstation
Your AI data partner for speed and clarity. Elen helps draft interpretations, surface assumptions, propose validation checks, and accelerate analysis — while humans stay accountable.
Explore Elen →Marketplace
Reusable data assets — built to answer real questions. Find high-quality datasets and decision-ready assets, or publish your own to the network.
Go to Marketplace →Academy
DecisionOps training, templates, and playbooks. Give your team a shared language for questions, evidence, and decision quality.
View Academy →Designed for enterprise-grade workflows.
Governance-aware. Evidence-first. Built for cross-functional teams.
Stop shipping decisions that can't be defended.
If decisions matter, the reasoning behind them must be visible, testable, and preserved.
Get early access to the workstation, templates, and onboarding guidance for your team.
