🧠 Multi-AI Architecture

How Miran Works

A sophisticated multi-AI system that conducts intelligent voice interviews and delivers comprehensive career insights backed by proven frameworks

The Process

From Conversation to Clarity

A seamless journey from your first word to personalized career insights, powered by cutting-edge AI technology

1
Start

Natural Voice Interview

Begin a 16-25 minute conversational interview using OpenAI's Realtime API. The AI speaks and listens naturally, creating an authentic dialogue that feels like talking to an empathetic career counselor.

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Real-time speech-to-speech interaction with ultra-low latency
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Adaptive tone and pacing based on your emotional state
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Seamless topic transitions using your own words
2
Real-Time

AI Committee Consultation

During your conversation, a committee of three specialized AI models convenes 6-8 times to ensure you're asked the most insightful questions at exactly the right moments.

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3-4 second consultations feel like natural thoughtful pauses
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Questions explore contradictions and probe deeper into patterns
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Comprehensive framework coverage without feeling like a checklist
3
Analysis

Multi-Perspective Analysis

After your interview, four specialized AI analysts examine your transcript from complementary angles—psychological, behavioral, structural, and practical—working in parallel to extract maximum insight.

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Psychological depth reveals core drivers and identity themes
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Pattern detection identifies contradictions and enthusiasm trajectories
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Framework scoring evaluates Life Design dimensions comprehensively
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Career mapping generates personalized paths with detailed match scores
4
Results

Comprehensive Report

Receive a synthesized report that combines all analytical perspectives into actionable guidance, including career recommendations, a 90-day action plan, and personalized decision frameworks.

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Top 3-5 career paths with detailed match scores and reasoning
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Weekly action plan with specific deliverables and success criteria
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Anti-recommendations explaining why certain paths won't work
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Secure dashboard access to revisit insights anytime
The Committee

Meet the AI Team

Three specialized AI models working together in real-time to guide better questions during your interview

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The Psychologist

Claude Opus 4.1
Monitors psychological depth and emotional intelligence, ensuring questions probe beneath surface responses to reveal authentic motivations and values.
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Tracks intrinsic vs. extrinsic motivation patterns
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Monitors emotional authenticity and vulnerability
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Suggests questions that explore deeper meaning
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Pattern Detective

Claude Sonnet 4.5
Tracks contradictions and consistency across the conversation, identifying patterns in enthusiasm, avoidance, and statement alignment.
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Detects contradictory statements over time
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Maps enthusiasm trajectories and energy shifts
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Identifies topics being avoided or deflected
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Framework Guardian

Gemini 2.0 Flash
Ensures comprehensive coverage of the GROW and Life Design frameworks, tracking which dimensions have been explored and identifying critical gaps.
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Monitors GROW phase progression and adherence
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Tracks Life Design dimension coverage (Work, Play, Love, Health)
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Suggests questions to fill framework gaps
The Framework

GROW + Life Design

Evidence-based, time-tested frameworks trusted by thousands of professional career coaches and counselors worldwide

40+ Years
GROW Model proven in professional coaching since the 1980s
Stanford
Life Design methodology from Stanford's renowned Design Program
1000+
Professional coaches worldwide rely on these frameworks daily

Why it matters: Unlike generic career tests that rely on unproven algorithms, Miran uses frameworks backed by decades of research, practical application in career counseling, and documented success in helping people find fulfilling careers. These aren't trendy assessment tools—they're established methodologies used by ICF-certified coaches, university career centers, and Fortune 500 companies.

GROW Coaching Model
Developed by Sir John Whitmore and Graham Alexander in the 1980s, GROW is the gold standard in professional coaching. Used by the International Coaching Federation (ICF) and taught in executive coaching programs at Harvard, Stanford, and MIT.
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Goal
Understanding what you want to achieve with clarity, authenticity, and time-boundedness
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Reality
Exploring your current situation honestly with comprehensive, evidence-based assessment
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Options
Brainstorming multiple paths forward with diverse, feasible possibilities
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Will
Committing to specific actions with ownership, specificity, and accountability
Stanford Life Design
Created at Stanford's world-renowned d.school (Hasso Plattner Institute of Design) by Bill Burnett and Dave Evans. Featured in their New York Times bestseller "Designing Your Life" and taught to thousands of Stanford students. Now used by career counselors at top universities worldwide.
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Work
What work makes you lose track of time? Your workview, career aspirations, and professional identity
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Play
Activities that energize you, bring flow, and feel effortless—your intrinsic sources of joy
❤️
Love
Relationships, community, and connections that matter most in your life
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Health
Physical, mental, and emotional well-being—the foundation for everything else

Your Ideal Career Lives at the Intersection

The perfect career path for you exists where your authentic goals (GROW) meet your life design dimensions (Work, Play, Love, Health). Miran finds careers that align with who you truly are, not who you think you should be.

The Advantage

Why Multi-AI Architecture Matters

Traditional career assessments use single algorithms. Miran's multi-AI approach delivers unprecedented depth, accuracy, and insight quality.

1

Better Questions in Real-Time

The AI Committee ensures you're asked the right questions at the right moments—exploring contradictions, probing deeper, and maintaining comprehensive framework coverage.

Questions feel insightful, never robotic or scripted
Contradictions explored in the moment while fresh
Framework coverage comprehensive without feeling mechanical
3-4 second consultations maintain natural conversation flow
2

Deeper Insights After

Four specialized AI analysts examine your transcript from complementary angles—psychological, behavioral, structural, and practical—then synthesize findings into actionable guidance.

Psychological analysis reveals core drivers and identity themes
Pattern analysis detects contradictions and enthusiasm trajectories
Framework analysis scores Life Design dimensions comprehensively
Career mapping generates personalized paths with detailed reasoning
3

Reduced Bias, Enhanced Accuracy

Multiple AI perspectives catch blind spots that single models miss. When five different AIs examine you from different angles, you get the most complete picture possible.

No single AI's biases dominate your analysis
Contradictory findings surface and get resolved through synthesis
Confidence scores reflect multi-model agreement
Coherent narrative emerges from diverse viewpoints

Ready to Discover Your Path?

Experience the power of multi-AI career discovery. Start your intelligent voice interview and receive personalized insights backed by proven frameworks.

Start Your Interview →