AI for Personalization

That Delivers Assured Outcomes at Scale,

Starting with Learning

Gooru licenses MAP technology, the only AI platform that models humans as complex systems and generates mathematically certain pathways from current state to desired outcomes across any domain.

License MAP Technology

Request a Demo

Skylines → Hi-lines across five dimensions

Visualizing alignment across Knowledge, Mindsets, and Community.

PROFICIENCY

Algebra

Physics

History

Growth

Grit

Focus

Coding

Design

Logic

Memory

Lead

Mentor

Mastered

In Progress

Gap (To Goal)

Hi-Line (Target)

Skyline (Current)

Why Personalization Is a Complex Systems Problem

Learning outcomes emerge from coordinated alignment across knowledge, mindsets, interests, abilities, and community. LLMs are powerful and MAP uses them, but episodic “next-step” recommendations fail to capture the latent human system beneath observable behavior.

Why outcomes are complex

Proficiency does not emerge from optimizing a single variable. Breakthroughs happen when multiple dimensions align simultaneously. Knowledge must align with mindset, interests must support ability-building, and community must sustain progress.

Why outcomes are complex

Why this problem exists beyond learning

The same complex-systems challenge appears in marketing, health, career development, and financial planning, where outcomes depend on orchestrating multiple interacting factors rather than optimizing isolated actions.

Why this problem exists beyond learning

Why LLM-based personalization falls short

Most AI personalization combines proprietary data with LLM APIs to predict the next best step. This episodic approach treats observable behavior as sufficient, ignoring latent psychological states that actually drive progress.

Why LLM-based personalization falls short

Observable → Latent States

Infer hidden beliefs and states from activity streams.

Observable → Latent States

Infer hidden beliefs and states from activity streams.

Observable → Latent States

Infer hidden beliefs and states from activity streams.

Beliefs → Coordinated Pathways

Use formal reasoning to generate valid paths to outcomes.

Beliefs → Coordinated Pathways

Use formal reasoning to generate valid paths to outcomes.

Beliefs → Coordinated Pathways

Use formal reasoning to generate valid paths to outcomes.

Episodes → Outcome Orchestration

Coordinate full sequences, not isolated actions.

Episodes → Outcome Orchestration

Coordinate full sequences, not isolated actions.

Episodes → Outcome Orchestration

Coordinate full sequences, not isolated actions.

MAP was built to operationalize this model at scale.

How MAP Solves the Personalization Problem

MAP uses hybrid algebraic-statistical AI to build belief systems about complete individuals, then applies formal reasoning to generate pathways with mathematical guarantees of validity and personalization.

Digitizing the Human System

MAP represents individuals across five interacting facets: Knowledge, Mindsets, Interests, Abilities, and Community. Together, these form a belief system that reflects the full human context behind observable behavior.

Skyline (Current)

Hi-line (Desired)

Digitizing the Human System

Skyline (Current)

Hi-line (Desired)

Digitizing the Human System

Belief Systems

From continuous activity streams, MAP infers probabilistic beliefs about latent human states. These belief systems update dynamically as individuals engage and evolve.

Activity Stream

Waiting for data...

▶

Latent Beliefs

Belief Systems

From continuous activity streams, MAP infers probabilistic beliefs about latent human states. These belief systems update dynamically as individuals engage and evolve.

Activity Stream

Waiting for data...

▶

Latent Beliefs

Pathway Generation

MAP applies formal algebraic reasoning to belief systems to generate valid pathways, while statistical models personalize sequences based on learned patterns and real-time engagement.

📄

Trivia

📝

Case Study

⚡️

Quiz Me

🌍

Real World

📖

Glossary

💡

Did You Know

💭

Reflection

🔍

Spot Error

Pathway Generation

MAP applies formal algebraic reasoning to belief systems to generate valid pathways, while statistical models personalize sequences based on learned patterns and real-time engagement.

📄

Trivia

📝

Case Study

⚡️

Quiz Me

🌍

Real World

📖

Glossary

💡

Did You Know

💭

Reflection

🔍

Spot Error

GPS for Learning: MAP’s Proven Application

GPS for Learning is MAP’s proven application that generates mathematically certain pathways and adapts in real time as the learner progresses. It guides each person from what they know to what they need to learn next, like navigation through complex networks. MAP is delivered through licensees and deployed across institutions and learning products, with outcomes measured in real implementations.

B2B eLearning Platforms Serving Institutions

Navigator Labs, Global Education, Blueprint, Metamorphix, Ubongo, TN Mental Health, and Lernern license MAP to deliver personalized learning to their institutional customers—schools, universities, nonprofits, and government agencies.

View Navigator Labs GPS for Learning

Institutional Impact Through Our Licensees:

Arizona State University: Personalized pathways for student success
Golden Gate University: Adaptive degree program navigation
Government of Barbados: Nationwide skills development
Lammersville USD: 2.8× math learning acceleration
Tennessee Mental Health: 85% certification completion
25+ additional institutions across the US, India, Middle East, and Africa

Corporate Training & Professional Development

Explore Coporate Applications

Corporate Impact Through Our Licensees:

28% productivity improvement (GPF)
Consistent manufacturing outcomes (Rincell)
Enhanced technical skills (iQuasar)

How It Works?

Five Components That Power True Personalization

Aggregate

Build

Curate

Generate

Integrate

Aggregate Activity Stream Data

MAP ingests comprehensive activity data across assessments, learning interactions, content usage, performance metrics, demographic context, and behavioral signals. This unified activity stream enables true N = 1 personalization rather than population-level inference.

N=1

UNIFIED

MULTIPLE INPUTSUNIFIED (N=1)

Aggregate

Build

Curate

Generate

Integrate

Aggregate Activity Stream Data

N=1

UNIFIED

MULTIPLE INPUTSUNIFIED (N=1)

Aggregate

Build

Curate

Generate

Integrate

Aggregate Activity Stream Data

N=1

UNIFIED

MULTIPLE INPUTSUNIFIED (N=1)

What this Enables

Content Ingestion API

Upload proprietary content, assessments, and learning activities with automatic polyline representation and indexing

Content Ingestion API

Upload proprietary content, assessments, and learning activities with automatic polyline representation and indexing

Pathway Generation API

Request personalized learning sequences for any user based on current state and desired goals

Pathway Generation API

Request personalized learning sequences for any user based on current state and desired goals

Real-Time Adaptation

Pathways adjust continuously as learners engage, ensuring progress remains aligned with evolving belief states.

Real-Time Adaptation

Pathways adjust continuously as learners engage, ensuring progress remains aligned with evolving belief states.

Stakeholder Insights

Provide instructors, leaders, and mentors with analytics that surface knowledge gaps, strengths, and intervention opportunities.

Stakeholder Insights

Provide instructors, leaders, and mentors with analytics that surface knowledge gaps, strengths, and intervention opportunities.

What Makes MAP Different from Generic AI

Most AI systems generate plausible recommendations. MAP generates valid pathways with assured outcomes.

Generic AI

EPISODES

random()

Random & Isolated"Next-step" suggestions that don't build momentum.

Traditional AI Approach

Generic Recommendations

Most systems suggest the “next best” action based on surface behavior, without understanding the deeper state of the individual.

Generic Recommendations

Most systems suggest the “next best” action based on surface behavior, without understanding the deeper state of the individual.

Episodic Personalization

Personalization happens moment by moment, not as a coordinated journey toward a defined outcome.

Episodic Personalization

Personalization happens moment by moment, not as a coordinated journey toward a defined outcome.

Statistical Guesswork

Decisions are driven by correlation and probability, with no guarantees of validity or progression.

Statistical Guesswork

Decisions are driven by correlation and probability, with no guarantees of validity or progression.

Opaque Decisions

Recommendations are difficult to explain, audit, or justify to stakeholders.

Opaque Decisions

Recommendations are difficult to explain, audit, or justify to stakeholders.

MAP Technology

PATHWAYS

Coordinated & ValidA complete bridge from current state to mastery.

With MyGooru AI for Personalisation

Mathematically Certain Pathways

MAP generates complete pathways from current state to desired outcomes using formal reasoning, not guesswork.

Mathematically Certain Pathways

MAP generates complete pathways from current state to desired outcomes using formal reasoning, not guesswork.

Coordinated, End-to-End Journeys

Progress is guided through structured sequences that align knowledge, mindset, interests, abilities, and support over time.

Coordinated, End-to-End Journeys

Progress is guided through structured sequences that align knowledge, mindset, interests, abilities, and support over time.

Assured Outcomes at Scale

Hybrid algebraic-statistical AI ensures pathways are both valid and personalized, even across large, diverse populations.

Assured Outcomes at Scale

Hybrid algebraic-statistical AI ensures pathways are both valid and personalized, even across large, diverse populations.

Transparent & Auditable Logic

Every pathway decision can be explained and validated, enabling trust, accountability, and enterprise adoption.

Transparent & Auditable Logic

Every pathway decision can be explained and validated, enabling trust, accountability, and enterprise adoption.

This is why MAP has been successfully deployed across institutions, platforms, and corporate training environments.

Proven results in real deployments

Personalization that delivers measurable outcomes

+

Institutions served

Across K-12, higher education, and workforce learning

+

Institutions served

Across K-12, higher education, and workforce learning

+

Institutions served

Across K-12, higher education, and workforce learning

+

Learners supported

At individual, team, and organizational scale

+

Learners supported

At individual, team, and organizational scale

+

Learners supported

At individual, team, and organizational scale

%+

Outcome improvement

Consistently observed across deployments

%+

Outcome improvement

Consistently observed across deployments

%+

Outcome improvement

Consistently observed across deployments

x

Faster learning progress

Measured acceleration in institutional pilots

x

Faster learning progress

Measured acceleration in institutional pilots

x

Faster learning progress

Measured acceleration in institutional pilots

%

Completion rates

In certification and professional training programs

%

Completion rates

In certification and professional training programs

%

Completion rates

In certification and professional training programs

%

Revenue Growth

For platforms embedding MAP-powered personalization

%

Revenue Growth

For platforms embedding MAP-powered personalization

%

Revenue Growth

For platforms embedding MAP-powered personalization

Who This Matter For?

B2B Platforms

Differentiate your product with assured personalization that scales across institutions and customers.

B2B Platforms

Differentiate your product with assured personalization that scales across institutions and customers.

Corporate & Workforce Training

Improve skill acquisition, certification completion, and productivity with coordinated learning pathways.

Corporate & Workforce Training

Improve skill acquisition, certification completion, and productivity with coordinated learning pathways.

Enterprise & Public Sector

Deploy explainable, auditable AI that stakeholders can trust.

Enterprise & Public Sector

Deploy explainable, auditable AI that stakeholders can trust.

License MAP

Two APIs that power personalized experiences

License MAP

Two APIs that power personalized experiences

License MAP

Two APIs that power personalized experiences

MAP (MyGooru AI for Pathways) is licensed as an AI platform for assured personalization. Integrate MAP into your application to generate mathematically certain pathways from a user’s current state (skyline) to desired outcomes (hi-line), using your content and real-time engagement signals.

What it does

Converts content into MAP’s pathway-ready representation (polylines)
Aligns to competencies and prerequisite structure
Enriches metadata automatically
Tracks efficacy of content within real pathways over time

Bring your proprietary content, assessments, learning activities, or experiences into MAP.

content

status

Mapped

Content Ingestion API

Best For

Platforms with proprietary catalogs that want rapid pathway readiness without rebuilding content pipelines.

What it does

Converts content into MAP’s pathway-ready representation (polylines)
Aligns to competencies and prerequisite structure
Enriches metadata automatically
Tracks efficacy of content within real pathways over time

Bring your proprietary content, assessments, learning activities, or experiences into MAP.

content

status

Mapped

Content Ingestion API

Best For

Platforms with proprietary catalogs that want rapid pathway readiness without rebuilding content pipelines.

Pricing (Pay-as-you-go)

Converts content into MAP’s pathway-ready representation (polylines)
Aligns to competencies and prerequisite structure
Enriches metadata automatically
Tracks efficacy of content within real pathways over time

Bring your proprietary content, assessments, learning activities, or experiences into MAP.

/month

For growing creators who post 4–6 videos/month

What it does

Produces coherent, coordinated sequences (not isolated recommendations)
Adapts pathways in real time as beliefs update
Ensures pathway validity and alignment to outcomes

Generate personalized pathways based on a learner’s skyline, target hi-line, available resources, and live engagement.

Pathway Gen

POST/v1/pathways/generate
{
student_id: "usr_84",
goal: "algebra_2"
}
> 200 OK (12ms)

OUTPUT SEQUENCE:

Vid

Quiz

Txt

Pathway Generation API

Best For

Products that need outcome-driven personalization at scale with guarantees.

What it does

Produces coherent, coordinated sequences (not isolated recommendations)
Adapts pathways in real time as beliefs update
Ensures pathway validity and alignment to outcomes

Generate personalized pathways based on a learner’s skyline, target hi-line, available resources, and live engagement.

Pathway Gen

POST/v1/pathways/generate
{
student_id: "usr_84",
goal: "algebra_2"
}
> 200 OK (12ms)

OUTPUT SEQUENCE:

Vid

Quiz

Txt

Pathway Generation API

Best For

Products that need outcome-driven personalization at scale with guarantees.

Pricing (Pay-as-you-go)

Produces coherent, coordinated sequences (not isolated recommendations)
Adapts pathways in real time as beliefs update
Ensures pathway validity and alignment to outcomes
Tracks efficacy of content within real pathways over time

Generate personalized pathways based on a learner’s skyline, target hi-line, available resources, and live engagement.

$899

/month

For growing creators who post 4–6 videos/month

Book a Call

What it does

Produces coherent, coordinated sequences (not isolated recommendations)
Adapts pathways in real time as beliefs update
Ensures pathway validity and alignment to outcomes

Generate personalized pathways based on a learner’s skyline, target hi-line, available resources, and live engagement.

Pathway Gen

POST/v1/pathways/generate
{
student_id: "usr_84",
goal: "algebra_2"
}
> 200 OK (12ms)

OUTPUT SEQUENCE:

Vid

Quiz

Txt

Pathway Generation API

Best For

Products that need outcome-driven personalization at scale with guarantees.

What it does

Produces coherent, coordinated sequences (not isolated recommendations)
Adapts pathways in real time as beliefs update
Ensures pathway validity and alignment to outcomes

Generate personalized pathways based on a learner’s skyline, target hi-line, available resources, and live engagement.

Pathway Gen

POST/v1/pathways/generate
{
student_id: "usr_84",
goal: "algebra_2"
}
> 200 OK (12ms)

OUTPUT SEQUENCE:

Vid

Quiz

Txt

Pathway Generation API

Best For

Products that need outcome-driven personalization at scale with guarantees.

Pricing (Pay-as-you-go)

Produces coherent, coordinated sequences (not isolated recommendations)
Adapts pathways in real time as beliefs update
Ensures pathway validity and alignment to outcomes
Tracks efficacy of content within real pathways over time

Generate personalized pathways based on a learner’s skyline, target hi-line, available resources, and live engagement.

$899

/month

For growing creators who post 4–6 videos/month

Book a Call

Module_Data.json

Mapped

Module_Data.json

Mapped

Module_Data.json

Mapped

What You Get When You License MAP

Proven infrastructure

14 years of research, $35M in funding, validated across 110+ projects

Proven infrastructure

14 years of research, $35M in funding, validated across 110+ projects

Proven infrastructure

14 years of research, $35M in funding, validated across 110+ projects

Rapid deployment

Typical integration in 2–12 weeks with full developer documentation

Rapid deployment

Typical integration in 2–12 weeks with full developer documentation

Rapid deployment

Typical integration in 2–12 weeks with full developer documentation

Mathematical guarantees

Every pathway is formally proven valid through algebraic operations

Mathematical guarantees

Every pathway is formally proven valid through algebraic operations

Mathematical guarantees

Every pathway is formally proven valid through algebraic operations

Unlimited personalization

AI-generated activities provide effectively infinite resources (R = ∞)

Unlimited personalization

AI-generated activities provide effectively infinite resources (R = ∞)

Unlimited personalization

AI-generated activities provide effectively infinite resources (R = ∞)

Continuous improvement

MAP learns from user activity to refine pathways over time

Continuous improvement

MAP learns from user activity to refine pathways over time

Continuous improvement

MAP learns from user activity to refine pathways over time

Pricing (Pay-as-you-go)

API Consumption

$5,000

for the first 100,000 calls

$0.03 per call thereafter

Best for pilots, launches, and usage-based products.

User Based

Starting at $25/user/month

Best for institutional rollouts and platform licensing.

Zero Commitment Entry

Pay only for what you use

Schedule Technical Demo

Who Should License MAP

eLearning platforms seeking to differentiate through personalization

Content platforms wanting to increase engagement and retention

Training providers needing to guarantee skill development outcomes

Any application guiding humans toward complex goals

Beyond Learning: Universal Personalization

Learning is where MAP is proven, but it is not where MAP is limited. The same complex-systems challenge governs progress in marketing, health, career development, and financial planning, where outcomes depend on orchestrating multiple interacting factors over time.

Marketing & Customer Journeys

Coordinate messaging, timing, and experiences based on inferred intent, readiness, and engagement patterns.

Career Development & Workforce Mobility

Generate personalized pathways from current skills and roles to future career outcomes, adapting as capabilities and opportunities evolve.

Health & Wellness

Coordinate education, behavior nudges, and interventions over time, based on evolving beliefs, abilities, and support systems.

Financial Planning & Literacy

Guide individuals toward financial outcomes by aligning knowledge, habits, risk tolerance, and life context through adaptive pathways.

Schedule Technical Demo

Where MAP fits best

MAP is designed for problems where personalization must be reliable, not probabilistic

Multiple interacting dimensions, not a single signal

Strong prerequisite dependencies where order matters

High individual variation (N = 1 personalization)

A requirement for dependable progress, not “maybe” recommendations

Get Started with MAP

MAP is licensed to platforms and delivered to institutions through MyGooru applications. Choose the path that fits your role.

For eLearning Platforms & Product Teams

License MAP to deliver mathematically certain personalization inside your application. Integrate via APIs to generate outcome-driven pathways that adapt in real time.

Starter Plan

Request a Technical Demo

View Integration Documentation

Integration Documentation

For Institutions Seeking GPS for Learning

Explore how GPS for Learning is delivered through MyGooru applications and deployed across schools, universities, nonprofits, and government programs.

Starter Plan

Visit Gooru.org

View Integration Documentation