ALICE platform
Adaptive Learning Intelligence for Complex Ecosystems.
ENVERIS’s developing evidence and decision-support environment helps teams structure, compare and learn from large, multi-source and multi-language inputs while keeping context, uncertainty, provenance and human accountability visible.
Decision workspace
Illustrative product concept
Input
Documents, data, interviews, workshops, expert knowledge and mission objectives.
Structure
Classify sources, retain provenance, tag themes, regions, stakeholders and evidence strength.
Sense-make
Compare patterns, gaps, tensions, minority views, trade-offs and emerging implications.
Decide
Experts validate findings and translate them into options, priorities and accountable action.
Human gate
review • challenge • approve
Human-led
ALICE outputs are working material for expert review — not final answers.
Traceable
Important findings retain a visible connection to their sources and decision history.
Inclusive
Divergent, minority and less-visible perspectives are retained rather than averaged away.
Responsible
Use is governed by confidentiality, data minimisation, client permissions and quality controls.
ALICE assists; it does not own decisions. Outputs remain drafts until reviewed by accountable experts. Confidential information is not entered into public AI systems without permission and safeguards.
HCII Approach
People remain responsible for the decision.
Human-Centred Collective Intelligence combines strategic analysis, systems thinking, qualitative research, inclusive participation and implementation design.
HCII
Evidence
to action
- 1
Frame & connect
Clarify the mission, system and decision.
- 2
Evidence & sense-make
Build a structured and critical evidence base.
- 3
Listen & co-create
Bring lived experience and expert insight together.
- 4
Decide & design
Make options, trade-offs and choices explicit.
- 5
Validate & build ownership
Test interpretations, feasibility and legitimacy.
- 6
Activate & learn
Connect action, measurement and adaptation.
HCII Index
A structured view of decision readiness.
The developing HCII Index is designed to help teams examine whether a decision process is sufficiently evidence-based, inclusive, transparent and ready for implementation. It is a diagnostic and learning tool — not an automated verdict.
Evidence quality
Stakeholder inclusion
Decision transparency
Implementation readiness
Illustrative interface only; values are not project results.
Explore ALICE with ENVERIS.
Request a briefing on the platform, the HCII Approach and the developing HCII Index.