Annorth AI logo (Annorth, Anorth, Annoth, A North)

Measured. Proven. Unignorable.

The ANNORTH Effect

Real student behaviour change and measurable school savings, validated across 500+ students in a 4-month live school trial.

Unlike one-off surveys that capture a moment and disappear, Annorth AI delivers continuous, real-time measurement of student experience. This trial was not a pilot test. It was a full-scale deployment showing sustained adoption, genuine engagement, and compounding improvements month over month.

Operational & Financial Impact for Schools

Schools don't just get insights. They get operational freedom. Annorth AI replaces fragmented surveys, manual reviews, and repetitive meetings with a single, continuous intelligence layer, freeing leadership time and reducing recurring costs month after month.

10%Reduction in manual summaries and internal meetings
~₹52,800Projected operational cost savings per 100 students per year
₹72,000Projected total cost savings per 100 students per year, more than twice as much as institution pays us
55%Reduction in dependence on external surveys & audits

"Leadership teams reported spending significantly less time compiling wellbeing reports manually. With Annorth AI, the data was already there: structured, interpreted, and actionable."

Overall School Improvement (SEI)

Student Experience Index improvement over 4 months

The Student Experience Index (SEI) aggregates 7 core domains into a single score out of 140. Over the 4-month trial, we observed consistent linear improvement, not erratic spikes or volatility.

September~90
December~120

This steady progression indicates sustained student engagement and genuine behaviour change, not random answering or survey fatigue. When improvement is linear, it's real.

Gender-Wise Improvement

SEI improvement by gender showing balanced growth
Boys~90 to ~120
Girls~89 to ~120

Near-identical improvement trajectories across genders confirm that Annorth AI drives system-level adoption, not subgroup effects. There is no gender bias in engagement or outcomes.

"When improvement curves overlap this closely, it signals system-level adoption, not subgroup effects. This is evidence of high adoption across all demographics."

Domain-Wise Improvement

SEI improvement across all 7 domains

The SEI measures 7 distinct domains, each scored out of 20. From September to December, every single domain showed steady, consistent improvement. No domain lagged behind. No domain showed regression.

"This confirms holistic improvement rather than surface-level gains. When all 7 domains move together, it means students are genuinely developing, not gaming the system."

Core Metrics: Before and After

These metrics demonstrate improvement across typical, weakest, and strongest students, proving that Annorth AI lifts the entire cohort, not just outliers.

Seriousness & Data Integrity

One of the biggest concerns with student questionnaires is whether students answer honestly. Our statistical indicators prove they do, and at scale.

Coefficient of Variation trend

Coefficient of Variation (CV)

0.089 → 0.067

Interquartile Range stability

Interquartile Range (IQR)

Stabilised at ~0.079

Inter-domain variability reduction

Inter-Domain Variability

0.234 → 0.180

What this means: Students are not clicking randomly. There is no extreme polarization. Answers are consistent, thoughtful, and honest across all domains and time periods.

"These patterns are extremely difficult to fake at scale and are strong indicators of genuine participation. When 500+ students show converging response patterns over 4 months, it is not luck. It is real engagement."

Attendance, Burnout & Retention Signals

These indicators are historically associated with improved attendance, lower burnout, and stronger student retention.

Absenteeism Index

0.361 → 0.131

Lower is better

Measures the likelihood of physical absence from school. A lower score indicates students feel more motivated to attend.

Presenteeism Index

0.356 → 0.128

Lower is better

Measures students who are physically present but mentally disengaged. A lower score indicates higher focus and active participation.

A 64% reduction in these risk indicators suggests that students are not just present. They are engaged, focused, and less likely to burn out. For schools, this translates to fewer interventions, better classroom dynamics, and stronger long-term outcomes.

Why Schools Continue With Annorth AI

  • Saves money every month
  • Replaces multiple fragmented tools
  • Students engage seriously and consistently
  • Improvements are measurable and visible
  • Insights are continuous, not episodic

"For schools, Annorth AI is not only a wellbeing tool. It is an operational advantage."

Bring Annorth AI to Your School