{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_careerdekho","slug":"careerdekho","name":"CareerDekho","type":"product","url":"https://careerdekho.ai","page_url":"https://unfragile.ai/careerdekho","categories":["research-search"],"tags":[],"pricing":{"model":"freemium","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_careerdekho__cap_0","uri":"capability://data.processing.analysis.skill.interest.aspiration.profiling.with.multi.dimensional.assessment","name":"skill-interest-aspiration profiling with multi-dimensional assessment","description":"Collects and structures user inputs across three dimensions—technical/soft skills inventory, interest categories, and career aspirations—likely using a questionnaire or interactive assessment UI that maps responses to a normalized skill taxonomy. The system ingests these profiles into a vector embedding space or structured database to enable downstream matching against career pathways, using either rule-based scoring or learned similarity metrics.","intents":["I want to understand what careers align with my current skill set and interests without manual research","I need a structured way to articulate my career aspirations so I can explore realistic pathways","I want to discover skills I should develop to reach my target career"],"best_for":["Students in emerging markets (India, South Asia) with limited access to career counselors","Career-changers seeking data-driven validation of their transition plans","Job seekers wanting to identify transferable skills across industries"],"limitations":["Assessment quality depends on questionnaire design—poorly weighted questions bias recommendations","No transparency on skill taxonomy coverage or how niche/emerging skills are classified","Single-point-in-time assessment may not capture skill growth or market evolution over time","Relies on user self-reporting accuracy; no validation against actual demonstrated competencies"],"requires":["User account creation (email or social login)","10-30 minutes to complete initial assessment questionnaire","Browser with JavaScript enabled for interactive UI"],"input_types":["text (skill descriptions, interest categories)","categorical selections (multiple choice, checkboxes)","free-form text (career aspirations, goals)"],"output_types":["structured user profile (JSON or database record)","skill vector embeddings (if using neural approach)","normalized competency scores"],"categories":["data-processing-analysis","user-profiling"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_careerdekho__cap_1","uri":"capability://planning.reasoning.ai.driven.career.pathway.recommendation.engine.with.similarity.matching","name":"ai-driven career pathway recommendation engine with similarity matching","description":"Takes user profile embeddings and matches them against a curated database of career pathways using semantic similarity, collaborative filtering, or learned ranking models. The engine likely scores each career option across multiple dimensions (skill alignment, market demand, salary potential, growth trajectory) and surfaces top-N recommendations ranked by relevance. Implementation may use vector similarity search (cosine distance in embedding space) or a learned neural ranker trained on historical user-career matches.","intents":["I want to see which careers are the best fit for my profile, ranked by relevance","I need to understand why a specific career is recommended for me","I want to explore alternative career paths I hadn't considered"],"best_for":["Students exploring career options before committing to education/training","Career-changers validating whether their skills transfer to target roles","Job seekers discovering adjacent roles with similar skill requirements"],"limitations":["Recommendation quality depends entirely on training data—if career database is outdated or incomplete, suggestions miss emerging roles","No explicit feedback loop disclosed; unclear if system learns from user acceptance/rejection of recommendations","Likely lacks real-time labor market data integration; recommendations may not reflect current hiring demand","No transparency on ranking algorithm—users cannot understand why one career scored higher than another","Potential bias if training data overrepresents certain industries or geographies"],"requires":["Completed user profile from skill-interest-aspiration assessment","Career pathway database with 100+ career profiles (estimated)","Embedding model or similarity scoring function (likely pre-trained or fine-tuned)"],"input_types":["user profile vector/embeddings","career pathway metadata (skills required, salary, growth rate, etc.)"],"output_types":["ranked list of career recommendations (JSON array)","relevance scores per career (0-100 scale estimated)","explanation text (why this career matches your profile)"],"categories":["planning-reasoning","search-retrieval"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_careerdekho__cap_2","uri":"capability://text.generation.language.career.pathway.visualization.and.exploration.interface","name":"career pathway visualization and exploration interface","description":"Renders recommended careers as interactive visual pathways showing progression steps, skill development milestones, and timeline to reach target roles. Likely uses graph visualization (D3.js, Cytoscape, or similar) to display career progression as nodes (roles) and edges (transitions), with annotations for required skills, education, and experience gaps. Users can click through pathways to drill down into specific roles and see detailed requirements.","intents":["I want to see the step-by-step path from my current role to my target career","I need to understand what skills and experience I must acquire at each stage","I want to visualize how long it will take to reach my career goal"],"best_for":["Visual learners who benefit from graph-based career progression models","Career-changers planning multi-year transition strategies","Students mapping education and internship milestones"],"limitations":["Visualization assumes linear career progression; doesn't capture lateral moves or non-traditional paths","Timeline estimates likely generic (e.g., 'typically 2-3 years') without personalization to individual learning pace","No integration with actual education/certification timelines; assumes standard program durations","Mobile responsiveness may be limited for complex graph visualizations on small screens"],"requires":["Modern browser with WebGL or SVG support","Career pathway database with progression relationships defined","JavaScript visualization library (D3.js, Cytoscape, or similar)"],"input_types":["career pathway graph structure (nodes, edges, metadata)","user's current role and target role"],"output_types":["interactive SVG/WebGL visualization","drill-down detail views (role descriptions, skill requirements)","exportable pathway diagrams (PDF or image)"],"categories":["text-generation-language","visualization"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_careerdekho__cap_3","uri":"capability://planning.reasoning.skill.gap.analysis.and.development.recommendation","name":"skill gap analysis and development recommendation","description":"Compares user's current skill profile against requirements for target careers and generates a prioritized list of skill gaps. The system likely uses set difference or similarity scoring to identify missing or underdeveloped skills, then ranks them by importance (e.g., critical vs. nice-to-have) and market demand. May recommend specific learning resources, certifications, or courses to close gaps, potentially integrating with external education platforms via API or curated links.","intents":["I want to know exactly which skills I'm missing for my target career","I need a prioritized learning plan to develop the most critical skills","I want to find courses or certifications to fill my skill gaps"],"best_for":["Career-changers needing structured upskilling plans","Students planning education to meet career requirements","Professionals seeking to stay competitive in evolving roles"],"limitations":["Skill gap analysis depends on accuracy of target career skill requirements—if outdated, recommendations miss current market needs","No validation that recommended learning resources actually teach the required skills","Doesn't account for learning pace, prior knowledge, or individual learning style preferences","No tracking of skill acquisition progress; unclear if system updates recommendations as user learns","Potential bias toward expensive certifications if platform has affiliate relationships"],"requires":["User skill profile from initial assessment","Target career skill requirements database","Learning resource database (courses, certifications, books) with skill tags"],"input_types":["user current skills (vector or structured list)","target career skill requirements","learning resource metadata (title, provider, duration, cost, skill coverage)"],"output_types":["skill gap report (missing skills ranked by priority)","learning recommendations (courses, certifications, books with links)","estimated time and cost to close gaps","learning pathway (sequence of resources)"],"categories":["planning-reasoning","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_careerdekho__cap_4","uri":"capability://data.processing.analysis.labor.market.demand.and.salary.insights.integration","name":"labor market demand and salary insights integration","description":"Enriches career recommendations with real-time or near-real-time labor market data including job posting volume, salary ranges, growth projections, and geographic demand hotspots. Likely ingests data from job boards (Indeed, LinkedIn, local Indian job sites), government labor statistics, or third-party labor market APIs. Displays this data alongside career recommendations to help users make informed decisions about career viability and earning potential.","intents":["I want to know if my target career is in high demand right now","I need to understand salary expectations for different career paths","I want to see which cities or regions have the most opportunities in my target field"],"best_for":["Job seekers making career decisions based on market demand and earning potential","Students evaluating ROI of education investments","Career-changers assessing risk of transitioning to emerging vs. declining fields"],"limitations":["Labor market data freshness unclear—if updated quarterly or annually, may miss rapid shifts (e.g., AI-driven job displacement)","Salary data likely aggregated and anonymized; doesn't reflect individual negotiation outcomes or regional cost-of-living variations","Job posting volume is a proxy for demand but doesn't account for competition or hiring difficulty","Geographic data may be limited to major metros (Bangalore, Mumbai, Delhi); underrepresents tier-2/3 cities","No causal analysis—high demand doesn't guarantee individual job placement"],"requires":["Integration with job board APIs or data partnerships (Indeed, LinkedIn, Naukri, etc.)","Labor statistics database (government or third-party)","Data pipeline to aggregate and normalize salary/demand metrics","Regular data refresh (weekly or monthly)"],"input_types":["career pathway data","geographic filters (city, state, country)","time range for trend analysis"],"output_types":["job posting volume trends (time series)","salary range estimates (min, median, max by experience level)","geographic demand heatmap","growth projections (5-year outlook)","skill demand rankings (which skills command highest salaries)"],"categories":["data-processing-analysis","search-retrieval"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_careerdekho__cap_5","uri":"capability://planning.reasoning.personalized.learning.path.generation.with.resource.curation","name":"personalized learning path generation with resource curation","description":"Synthesizes skill gap analysis and learning recommendations into a sequenced, personalized learning plan that accounts for prerequisites, estimated duration, cost, and user preferences (e.g., self-paced vs. instructor-led). Likely uses topological sorting or dependency graph algorithms to order learning resources such that prerequisites are satisfied before dependent skills. May integrate with learning platforms via APIs to pull course metadata and pricing, or maintain a curated internal database of vetted resources.","intents":["I want a step-by-step learning plan tailored to my schedule and budget","I need to know the optimal order to learn skills for my target career","I want to find affordable learning resources that fit my learning style"],"best_for":["Self-directed learners planning multi-month upskilling journeys","Career-changers with limited budgets seeking free or low-cost resources","Students coordinating learning with academic schedules"],"limitations":["Learning path assumes linear progression; doesn't adapt if user struggles with a skill or wants to pivot","No real-time progress tracking disclosed; unclear if system adjusts recommendations based on actual learning outcomes","Resource curation quality depends on human editorial effort—may miss emerging courses or platforms","Estimated durations likely generic (e.g., '4 weeks for Python basics') without accounting for individual pace or prior knowledge","No integration with learning management systems (LMS) for progress tracking or certification verification"],"requires":["Skill gap analysis output","Learning resource database with prerequisite relationships and metadata","Dependency graph algorithm (topological sort or similar)","User preferences (budget, learning style, time availability)"],"input_types":["skill gaps (prioritized list)","user constraints (budget, time per week, preferred learning format)","learning resource catalog (courses, books, certifications with prerequisites)"],"output_types":["sequenced learning plan (week-by-week or milestone-based)","resource recommendations with links and cost estimates","estimated total time and cost","alternative pathways (e.g., faster but more expensive vs. slower but free)"],"categories":["planning-reasoning","memory-knowledge"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_careerdekho__cap_6","uri":"capability://tool.use.integration.career.mentorship.and.peer.networking.recommendations","name":"career mentorship and peer networking recommendations","description":"Identifies and recommends mentors, industry professionals, or peer learners based on user's target career and current profile. May use collaborative filtering to match users with similar goals, or rule-based matching to connect users with professionals in target roles. Likely includes a directory or matching interface to facilitate introductions, potentially integrated with messaging or video call capabilities for mentorship interactions.","intents":["I want to connect with someone already in my target career to learn from their experience","I need peer support from others transitioning to the same career","I want to find a mentor who can guide my career development"],"best_for":["Career-changers seeking validation and guidance from experienced professionals","Students wanting industry insights beyond academic curriculum","Professionals in emerging fields seeking peer learning communities"],"limitations":["Mentor/peer matching quality depends on profile completeness and accuracy—sparse or outdated profiles reduce match quality","No disclosed vetting process for mentors; unclear if credentials or expertise are validated","Mentorship effectiveness depends on mentor willingness to engage; platform may lack incentives or accountability","Geographic constraints if mentors are concentrated in major metros; limited options for tier-2/3 cities","Privacy concerns if user profiles are visible to other users without explicit consent"],"requires":["User profile with career goals and current role","Mentor/professional directory with profiles and expertise tags","Matching algorithm (collaborative filtering or rule-based)","Messaging or communication infrastructure (in-app chat, email, or video call integration)"],"input_types":["user profile (current role, target career, location)","mentor/professional profiles (expertise, experience, availability)","matching preferences (e.g., industry, experience level, location)"],"output_types":["ranked list of mentor/peer recommendations","mentor profiles with bio, expertise, and contact info","messaging interface or introduction facilitation","mentorship session scheduling (if integrated)"],"categories":["tool-use-integration","community-building"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_careerdekho__cap_7","uri":"capability://automation.workflow.progress.tracking.and.career.milestone.monitoring","name":"progress tracking and career milestone monitoring","description":"Tracks user's learning progress, skill development, and career advancement against the personalized learning plan and career pathway. Likely maintains a progress dashboard showing completed courses, acquired skills, and milestones achieved. May integrate with external platforms (Coursera, LinkedIn Learning) via APIs to auto-import completion data, or rely on manual logging. Generates periodic progress reports and recommends adjustments to the learning plan based on actual progress.","intents":["I want to track my progress toward my career goals","I need to see which milestones I've completed and what's next","I want to adjust my learning plan based on my actual progress"],"best_for":["Self-directed learners needing accountability and progress visibility","Career-changers tracking multi-year transitions","Students coordinating learning with career planning"],"limitations":["Progress tracking depends on user diligence in logging completions; no automated verification of skill acquisition","Limited integration with external learning platforms—likely requires manual logging or API integrations that may break","No assessment or skill verification; system assumes course completion = skill mastery","Progress reports likely generic (e.g., 'You've completed 3 of 10 courses') without deeper insights into skill application","No integration with job applications or hiring signals to validate if acquired skills are actually valued by employers"],"requires":["User account with learning plan","Progress logging interface (manual or API-integrated)","Learning platform integrations (Coursera, LinkedIn Learning, Udemy, etc.) if auto-import desired","Database to store progress records"],"input_types":["course/learning resource completion data","skill assessments or certifications earned","user-logged milestones or achievements"],"output_types":["progress dashboard (visual representation of completion %)","milestone checklist (completed vs. pending)","progress reports (weekly, monthly, or custom intervals)","adjusted learning plan recommendations","estimated time to career goal based on actual pace"],"categories":["automation-workflow","memory-knowledge"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_careerdekho__cap_8","uri":"capability://data.processing.analysis.job.application.readiness.assessment.and.resume.optimization","name":"job application readiness assessment and resume optimization","description":"Evaluates user's readiness to apply for target career roles based on skill alignment, experience, and credentials. Likely analyzes user profile against job descriptions to identify gaps and provides actionable recommendations for resume optimization, portfolio building, or additional certifications. May use NLP to extract skill requirements from job postings and compare against user profile, or employ rule-based scoring to assess readiness across multiple dimensions (skills, experience, education, certifications).","intents":["I want to know if I'm ready to apply for my target career roles","I need help optimizing my resume to match job requirements","I want to understand what additional credentials or experience I need before applying"],"best_for":["Career-changers validating readiness before job search","Students preparing for entry-level roles","Professionals seeking to transition to adjacent roles"],"limitations":["Readiness assessment based on skill matching alone; doesn't account for soft skills, cultural fit, or interview performance","Resume optimization recommendations may be generic (e.g., 'add more action verbs') without deep understanding of role-specific requirements","No integration with actual job applications or hiring feedback; unclear if recommendations improve placement rates","Job posting analysis depends on NLP accuracy; may misinterpret requirements or miss implicit expectations","No validation that resume changes actually improve interview callback rates"],"requires":["User profile with skills, experience, education, and certifications","Job posting database or integration with job boards (Indeed, LinkedIn, Naukri)","NLP model for skill extraction and matching","Resume parsing capability (if user uploads resume)"],"input_types":["user profile (skills, experience, education)","target job postings (title, description, requirements)","user resume (optional, for detailed analysis)"],"output_types":["readiness score (0-100 scale estimated)","skill gap analysis for target roles","resume optimization recommendations","portfolio or project suggestions","additional certifications or experience needed","estimated time to readiness"],"categories":["data-processing-analysis","text-generation-language"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_careerdekho__cap_9","uri":"capability://text.generation.language.ai.powered.career.counseling.chatbot.with.conversational.guidance","name":"ai-powered career counseling chatbot with conversational guidance","description":"Provides on-demand career advice through a conversational AI interface that answers user questions about career paths, skill development, job market trends, and career decisions. Likely uses a large language model (LLM) fine-tuned on career guidance content, integrated with the platform's career database and labor market data. Maintains conversation context to provide personalized responses based on user's profile and previous interactions.","intents":["I want to ask specific questions about my career path without waiting for a counselor appointment","I need quick advice on whether a career transition makes sense for me","I want to explore career options through conversational discovery"],"best_for":["Students and job seekers in price-sensitive markets seeking 24/7 career guidance","Professionals wanting quick answers without formal counseling sessions","Users exploring multiple career options through iterative conversation"],"limitations":["LLM responses may hallucinate or provide inaccurate career information if training data is outdated or incomplete","No accountability for advice quality; users may make poor career decisions based on chatbot recommendations","Conversational context limited to current session; no persistent memory across sessions unless explicitly stored","May struggle with nuanced or complex career decisions requiring human judgment","Potential bias if training data overrepresents certain industries or career paths"],"requires":["Large language model (likely OpenAI GPT, Anthropic Claude, or open-source alternative)","Fine-tuning data on career guidance, job market trends, and skill development","Integration with platform's career database and labor market data","Conversation management system (context window, session storage)","API infrastructure for real-time LLM inference"],"input_types":["natural language user questions","user profile context (current role, target career, skills)","conversation history"],"output_types":["natural language responses","career recommendations or suggestions","links to relevant resources or pathways","follow-up questions to clarify user intent"],"categories":["text-generation-language","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":43,"verified":false,"data_access_risk":"high","permissions":["User account creation (email or social login)","10-30 minutes to complete initial assessment questionnaire","Browser with JavaScript enabled for interactive UI","Completed user profile from skill-interest-aspiration assessment","Career pathway database with 100+ career profiles (estimated)","Embedding model or similarity scoring function (likely pre-trained or fine-tuned)","Modern browser with WebGL or SVG support","Career pathway database with progression relationships defined","JavaScript visualization library (D3.js, Cytoscape, or similar)","User skill profile from initial assessment"],"failure_modes":["Assessment quality depends on questionnaire design—poorly weighted questions bias recommendations","No transparency on skill taxonomy coverage or how niche/emerging skills are classified","Single-point-in-time assessment may not capture skill growth or market evolution over time","Relies on user self-reporting accuracy; no validation against actual demonstrated competencies","Recommendation quality depends entirely on training data—if career database is outdated or incomplete, suggestions miss emerging roles","No explicit feedback loop disclosed; unclear if system learns from user acceptance/rejection of recommendations","Likely lacks real-time labor market data integration; recommendations may not reflect current hiring demand","No transparency on ranking algorithm—users cannot understand why one career scored higher than another","Potential bias if training data overrepresents certain industries or geographies","Visualization assumes linear career progression; doesn't capture lateral moves or non-traditional paths","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.36666666666666664,"quality":0.78,"ecosystem":0.15000000000000002,"match_graph":0.25,"freshness":0.75,"weights":{"adoption":0.25,"quality":0.25,"ecosystem":0.1,"match_graph":0.35,"freshness":0.05}},"observed_outcomes":{"matches":0,"success_rate":0,"avg_confidence":0,"top_intents":[],"last_matched_at":null},"maintenance":{"status":"active","updated_at":"2026-05-24T12:16:29.716Z","last_scraped_at":"2026-04-05T13:23:42.552Z","last_commit":null},"community":{"stars":null,"forks":null,"weekly_downloads":null,"model_downloads":null,"model_likes":null}},"distribution":{"claim_url":"https://unfragile.ai/submit?claim=careerdekho","compare_url":"https://unfragile.ai/compare?artifact=careerdekho"}},"signature":"tiGt1kFWHMs2v5W4KaIgBzMXArUWX/nnFh+m9COX5kIx85gv4kwTCZIM0FqoI6af4Jc0Poo0rB2r+hhmXC3jDg==","signedAt":"2026-06-22T06:54:41.884Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/careerdekho","artifact":"https://unfragile.ai/careerdekho","verify":"https://unfragile.ai/api/v1/verify?slug=careerdekho","publicKey":"https://unfragile.ai/api/v1/trust-passport-public-key","spec":"https://unfragile.ai/trust","schema":"https://unfragile.ai/schema.json","docs":"https://unfragile.ai/docs"}}