The Role Dharma Alignment Engine (RDAE) is an AI-powered framework that harmonizes an employee's personal purpose — their Dharma — with their professional duties, role competencies, and organizational goals. Using Machine Learning, NLP, LLM, and Behavioral Analytics, it acts as a cosmic compass measuring how aligned your soul, skills, and station truly are.
Measures inner drive, flow state, ego dissolution, and intrinsic motivation.
Evaluates alignment between current capabilities and role demands.
Assesses PRUTL — compensation, autonomy, environment quality, and work-life integration.
Measures the SANATAN dimension — universal welfare, ethical systems, consciousness-level purpose.
Rate each statement: 1=Strongly Disagree → 5=Strongly Agree
In the SANATAN framework, a Senior Architect is not merely a builder — they are a Sthapati, a master visionary of systems.
Complete the Assessment tab first, then return here for your full AI-powered analysis.
The ML engine uses an ensemble of models: Random Forest for trait classification, Cosine Similarity for role-skill matching, BERT embeddings for semantic NLP analysis, and a custom Dharma Alignment Neural Network (DANN) for weighted index computation.
| Algorithm | Purpose | Accuracy | Framework |
|---|---|---|---|
| Random Forest | Trait Classification | 94.2% | Scikit-Learn |
| BERT (NLP) | Semantic Role Matching | 91.8% | HuggingFace |
| Neural Net (DANN) | Dharma Index Prediction | 89.5% | TensorFlow |
| Cosine Similarity | Skill-Role Matching | 96.1% | NumPy |
| K-Means Clustering | Personality Grouping | 87.3% | Scikit-Learn |
| LSTM | Behavior Sequence Analysis | 85.9% | PyTorch |
| XGBoost | Material Stability Prediction | 92.7% | XGBoost |
Cosine similarity scores between personality traits (Y-axis) and role requirements (X-axis). Color formula: H = v·120 | L = 25 + v·30 — dark red (low score) → orange → bright green (high score). Hover any cell to see values.
Enter any text describing your work experience, values, or role description. The NLP + LLM engine will extract entities, classify sentiments, identify Dharma-relevant concepts, compute alignment signals, and provide recruiter taxonomy insights.
Ask DharmaBot about career alignment, dharma philosophy, SANATAN framework, or get personalized guidance. Powered by Claude LLM for intelligent, context-aware responses.
These international and national companies apply principles aligned with Role Dharma — purpose-driven work, values alignment, ethical performance, and soul-centered leadership.
| Field | Value |
|---|---|
| Employee ID | EMP501 |
| Role | Teacher / Educator |
| Skills | Communication, Subject Knowledge |
| Values | Patience, Service |
| Feedback Score | 92/100 |
| Experience | 7 Years |
| Metric | Score |
|---|---|
| Skill Alignment | 90% |
| Value Alignment | 95% |
| Role Performance | 92% |
| Dharma Alignment | 92% |
Promote to Senior Educator. Involve in curriculum development and academic mentoring programs.
| Field | Value |
|---|---|
| Employee ID | EMP620 |
| Current Role | Sales Manager |
| Natural Skills | Data Analysis, Research |
| Values | Accuracy, Independence |
| Assigned Duties | Client Negotiation, Sales Targets |
| Experience | 5 Years |
| Metric | Score |
|---|---|
| Skill Alignment | 60% |
| Value Alignment | 55% |
| Role Performance | 65% |
| Dharma Alignment | 60% |
Transition to Business Analyst or Strategy Role. Provide negotiation training if remaining in sales.
| Field | Value |
|---|---|
| Employee ID | EMP740 |
| Current Role | Software Engineer |
| Skills | Coding, System Design |
| Values | Responsibility, Mentorship |
| Feedback | High Teamwork Rating |
| Experience | 8 Years |
| Metric | Score |
|---|---|
| Technical Skill | 95% |
| Leadership Potential | 88% |
| Mentorship Capability | 90% |
| Dharma Alignment | 91% |
Assign Team Lead responsibilities. Enroll in leadership training program. Track growth to Architect role.
Building systems that reflect truth — honest metrics, transparent processes, authentic role descriptions.
Role assignments that do not harm employee well-being, dignity, or psychological safety.
The natural duty each person carries — aligning role responsibilities with this inner calling.
Nishkama Karma — acting without attachment to personal reward, performing duties for universal good.
| Letter | Trait | Role Strength | Example |
|---|---|---|---|
| P | Peace | Conflict Resolution | Mediating team disputes effectively |
| A | Awareness | Strategic Insight | Reading market and team dynamics |
| S | Service | Customer Focus | Building user-first systems |
| S | Surrender | Adaptability | Pivoting without ego when wrong |
| I | Integrity | Ethical Leadership | Refusing to compromise data privacy |
| O | Openness | Learning Agility | Embracing new tech frameworks |
| N | Non-attachment | Objectivity | Making decisions free from personal bias |
| I | Innovation | Creative Solutions | Designing novel architectural patterns |
| T | Trust | Team Cohesion | Building psychological safety in teams |
| Letter | Trait | Workplace Risk |
|---|---|---|
| P | Pride | Ego-driven leadership, resists feedback |
| R | Rule | Over-control, micromanagement tendencies |
| U | Usurp | Power misuse, credit-stealing behavior |
| T | Temptation | Short-term opportunism over long-term integrity |
| L | Lust | Personal ambition over team/organizational success |
A structured taxonomy for recruiters to evaluate candidates through the lens of Dharma Alignment.
| Category | Sample Interview Question | Dharma Signal | Red Flag |
|---|---|---|---|
| Passion | "Tell me about a project you worked on purely because it excited you." | Intrinsic motivation, flow state | Only mentions salary/title |
| Competency | "Walk me through a high-stakes architectural decision you made under pressure." | Strategic thinking, AIDHARMA | Avoids accountability |
| Material | "What environment allows you to do your deepest work?" | PRUTL stability needs | Extreme rigidity or silence |
| Soul | "How do you ensure your work doesn't harm end-users or society?" | Ahimsa, ethical awareness | Dismisses ethical concerns |
| KALKI | "How are you preparing your team for AI-driven transformation?" | Transition intelligence | Resists AI/change entirely |
| Cultural | "Describe a time you disagreed with leadership and how you handled it." | Satya + non-ego conflict | Either extreme submission or aggression |
Paste a candidate's resume summary or interview notes for LLM-powered Dharma taxonomy analysis: