Organizations don't have data problems.
They have Question Debt.
Question-Driven Decision Workspace
Built for leaders and analysts who need decisions they can defend — not just charts they can share.
Stop debating charts. Lock the question, activate the answer.
Questions drift.
Stakeholders ask one thing, teams build for another, and "alignment" is assumed.
Assumptions stay hidden.
They live in Slack threads, spreadsheet logic, and tribal memory.
Artifacts replace decisions.
Dashboards, PPTs, and Excel become the "truth" — even when validation never happened.
Stop Decision Decay. Dashboards show you what happened, not why it happened. Turn one-off analysis into decision memory.
From question to actionable decision together.
A simple workflow that makes the decision process explicit and collaborative: intent, evidence, and activation.
Turn vague requests into a shared, testable question.
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.
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.
