The Four Dimensions
Our tetradic model unites four interdependent dimensions — Strategy, Analytics, Agenticity, and Pedagogy — into a single integrated systems practice.
One System. Four Ways of Creating Value.
Think → Measure → Act → Teach. Each dimension solves different problems with its own deliverables and KPIs. In practice, engagements start in one entry point and weave the other three.
Strategy
From vision to decision: foresight, roadmapping, governance, and AI adoption design.
Problems We Solve
- Fragmented initiatives with no coherent AI strategy.
- Unclear criteria to adopt or reject AI.
- Gaps between policy, ethics, and operations.
Solution Families
- Strategic foresight & scenarios.
- AI roadmaps & portfolio governance (OKRs/KPIs).
- Adoption frameworks & decision matrices.
Deliverables
- Strategy deck & decision matrix.
- Prioritized initiative pipeline & owners.
- Risk register & governance RACI.
KPIs
- % decisions aligned to OKRs.
- Time-to-decision for AI initiatives.
- Governance coverage (policies with SOPs active).
Consulting-Ready Packages
Strategy Sprint (2–3 weeks)
Rapid discovery → decision matrix → roadmap & governance setup.
AI Adoption Playbook
Criteria, safeguards, and sequencing to adopt AI with purpose.
Governance Starter
Roles, cadences, SOPs & risk register ready to operate.
Analytics
From data to insight: applied data science, dashboards, evaluation and explainability.
Problems We Solve
- Anecdote-driven decisions.
- Dirty data and opaque metrics.
- No clear way to measure AI impact or drift.
Solution Families
- ETL/ELT & data observability.
- Predictive/explanatory modeling & dashboards.
- A/B testing, impact evaluation & bias reports.
Deliverables
- Clean datasets, notebooks & lineage.
- KPIs dashboard with documentation.
- Evaluation report (metrics, drift, recommendations).
KPIs
- Model performance (accuracy/recall/MAE).
- Coverage & data quality scores.
- # insights applied to decisions.
Consulting-Ready Packages
Evidence Sprint (2–3 weeks)
Data audit → KPI scaffold → first dashboards + decision hooks.
Campaign Analytics
Focus groups + speech mining + sentiment & behavior modeling.
Evaluation Pack
Bias/drift checks, A/B design, impact report with next steps.
Agenticity
From automation to agency: RAG + MCP architectures, orchestration, and ethical deployment.
Problems We Solve
- Automation that erodes human control or transparency.
- Unreliable agents without feedback loops or traceability.
- Tools that don’t integrate with real workflows.
Solution Families
- RAG systems & MCP servers (local-first optional).
- Orchestrated flows (LangGraph/n8n) with guardrails.
- Monitoring, feedback & human-in-the-loop checkpoints.
Deliverables
- Agentic pipeline with configs & seeds.
- Trace IDs, logs & audit-ready docs.
- Operations runbook & handover session.
KPIs
- % tasks automated with human checkpoints.
- Uptime, latency p95, error rates.
- Explainability & reproducibility coverage.
Consulting-Ready Packages
Agentic Starter
Minimal agent or RAG with guardrails, trace IDs, and human checkpoints.
MCP Integration
Tools mapping → MCP server setup → orchestration & monitoring.
Local-First Pilot
Privacy-first deployment with on-prem or hybrid cloud options.
Pedagogy
From knowledge to capability: capacity building, living documentation, and organizational learning.
Problems We Solve
- New systems with low adoption or ownership.
- Opaque documentation nobody uses.
- Dependency on vendors for basic operation.
Solution Families
- Bootcamps & AI literacy tailored to workflows.
- Living docs & interactive notebooks.
- Meta-learning loops & change management.
Deliverables
- Training kit (slides, labs, rubrics).
- Docs tied to releases, seeds & trace IDs.
- Handover checklist & capability map.
KPIs
- % active users post-handover.
- Time-to-independence of internal team.
- Documentation coverage & usage.
Consulting-Ready Packages
AI Literacy Bootcamp
Hands-on program for leaders & ops — shared language and practices.
Living Docs Setup
Documentation system tied to releases, seeds, and trace IDs.
Capability Handover
From vendor dependency to internal ownership with milestones.
Ready to build integrated intelligence?
Start from one dimension — we’ll weave the others as the system matures.
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