Higher leverage · 3 cases · 3 scored
Directional evidence
Industry subdomain insight
This view tracks 26 documented AI deployments. Personalized tutoring (Copilot) is the most common use-case type with 6 cases.
Executive brief
Personalized tutoring (Copilot) is 67× more concentrated here than across AI overall.
Cases
26
6 in the last 6 months
Innovativeness
100% of evidence scored
Cases trend
Early signal: Personalized learning — a promising impact-for-effort profile in limited evidence (3 cases).
Concentration compares this view's share of source-linked deployments for a use-case type with that type's share across the full catalog. Momentum is a peer-relative 0-100 score based on recent deployment volume, acceleration, recent evidence share, and evidence depth. Quantified outcome medians appear only when at least 4 reported metrics support them; smaller supported samples are marked early evidence.
Relative leverage
1 of 6 scored types sit in the higher-leverage area; Personalized learning is an early signal based on 3 scored cases.
Use-case types
Hover to highlight · Click to openTap a type to open
Higher leverage · 3 cases · 3 scored
Directional evidence
Efficient extensions · 2 cases · 2 scored
Directional evidence
Review trade-offs · 6 cases · 6 scored
Review trade-offs · 2 cases · 2 scored
Directional evidence
Review trade-offs · 2 cases · 2 scored
Directional evidence
Efficient extensions · 2 cases · 2 scored
Directional evidence
Each dot is one K 12 Education in Education use-case type, sitting at the mean build effort and business impact of its scored cases, positioned relative to the other scored types shown. The dashed crosshair is the peer median, so the split compares leverage within this view.
The dashed indigo zone marks higher leverage: above-median impact for at-or-below-median effort. Dot size reflects scored cases; impact and effort figures in the list are the true 1–5 averages.
The use-case types deployed most often in this view, ranked by volume and coloured by recent momentum.
14 use-case types in view; Personalized tutoring leads with 6 cases, and 3 of the 17 cases shown were published in the last 6 months. 8 more types have a single case each and are not charted.
Personalized tutoring
CopilotAdapts tutoring to each learner's pace and gaps for more effective learning.
Personalized learning
AI applied to personalized learning.
Academic insights
AI applied to academic insights.
Student support assistant
AI applied to student support assistant.
Virtual learning assistant
AgentAI applied to virtual learning assistant.
Workflow automation
AgentAutomates repetitive, multi-step business workflows so staff can focus on higher-value work.
The use-case types this view over-indexes on versus the whole corpus — what makes this slice different from AI overall.
Personalized tutoring (Copilot) is 67× more common here than across all cases — the strongest signal of what sets this view apart.
1× = corpus average · points show how many times more common each type is here.
Lift compares each type's share of this view against its share of all 3,880 cases. 25 of the 26 cases here are type-classified.
How the documented deployments in this view were built — custom engineering (Build), an off-the-shelf assistant (Buy), or low-code assembly (Compose).
Full report
Expand any section for the detail behind the summary above.
Most-reported outcome themes: New product / capability (24 cases), Customer experience & trust (18 cases), Risk & compliance (10 cases), and Employee experience (7 cases). Expand for the per-type breakdown.
Reported challenge examples: Lack of digital skills and AI literacy among students (2 cases), The district lacked real-time insights to support about 235,000 students across 235 schools (2 cases), A $90 million-plus budget shortfall and operational inefficiencies at scale (1 case), A fractured technological infrastructure, manual processes, and aging devices hampered communication, productivity, and teamwork (1 case), and Addressing technical skill gaps in agriculture education (1 case). Evidence is still limited; expand to inspect the source cases.
Adoption pulse: 6 of the 26 cases in this view were published in the last 6 months. Expand for the adoption curve.
Questions answered here:
Featured cases: