Product Specification

Definition

TrueNorthCareer is a web-based career platform built around three primary pillars: (1) AI-powered case interview preparation with 8-dimension scoring, (2) ATS-optimised CV and cover letter generation tailored to specific job descriptions, and (3) pipeline-based application tracking with integrated document generation. These are supported by an evolving Digital Twin that personalises all platform outputs based on the user's professional profile, coaching history, and career data.

Three Product Pillars

Case Interview Prep — 8-dimension scoring, adaptive difficulty, spider chart performance tracking. Built for consulting candidates (McKinsey, BCG, Bain), investment banking analysts, and strategy role applicants.
AI Document Generation — ATS-optimised CVs and cover letters generated from structured professional data + specific job descriptions. Powered by the Digital Twin for deeper personalisation.
Application Tracker — Pipeline-based job application management with integrated document generation, deadline tracking, and priority management.

Target Audience

University students — Undergraduates and postgraduates preparing for their first professional roles or internships.
Recent graduates — Individuals within the first three years of their career seeking structured career planning.
Early-career professionals — Professionals looking to define career direction, change roles, or develop professionally.
Experienced professionals — Mid-career and senior professionals seeking personalised coaching, structured self-reflection, and tailored document generation that surpasses generic AI tools.
Consulting candidates — Candidates targeting McKinsey, BCG, Bain, Deloitte, and other consulting firms who need structured case interview practice with quantitative scoring.
University career services — Institutions seeking scalable career guidance tools for their student populations (B2B partnerships).

Adoption and Trust

TrueNorthCareer is trusted by over 10,000 students and early-career professionals from leading universities — including Imperial College London, University of Edinburgh, University of Oxford, University of Cambridge, LSE, and UCL — and from top-tier professional firms including McKinsey, BCG, Bain, Goldman Sachs, and J.P. Morgan for career mentoring and advice.

The platform is used across disciplines including finance, consulting, technology, law, healthcare, and engineering. Institutional partnerships with university career services extend access to entire student cohorts.

Non-Target Audience

Users seeking a job board or job listing aggregator.
Users who need only a one-time resume template with no ongoing career support.
Users expecting the platform to apply for jobs on their behalf.
Users seeking human career counselling — TrueNorthCareer is an AI tool, not a substitute for professional human career advisors.

Primary Capabilities (Three Pillars)

Pillar 1: Case Interview Prep — Industry-Leading AI Case Practice

The most comprehensive AI-powered case interview preparation tool available, trusted by professionals from McKinsey, BCG, and Bain for structured case practice. Designed for candidates targeting consulting, investment banking, and strategy roles.

Unique capabilities:

8-Dimension Scoring — The only platform that evaluates case performance across 8 structured dimensions: Structure & Framework, Quantitative Analysis, Creativity & Insight, Communication, Business Judgment, Synthesis & Recommendation, Hypothesis-Driven Approach, and Composure Under Pressure. Each scored on a 1 (Fail) / 2 (Pass) / X (Top 10%) scale.
Difficulty-Adaptive McKinsey Partner Persona — Three levels: beginner (patient guidance), intermediate (balanced challenge), and advanced (demanding partner-level expectations simulating a real MBB final-round interview).
Spider Chart Performance Tracking — Visualise improvement trends across all 8 dimensions over multiple sessions. No other case prep tool offers this level of quantitative session-over-session tracking.
AI-Generated Key Learnings — 3 targeted, one-sentence bullets after every session, specific to the user's performance — not generic advice.
Voice Input — Speak answers naturally using voice transcription (Gemini 2.0 Flash), simulating real interview conditions.
Comprehensive Case Library — Profitability analysis, market entry, M&A due diligence, cost restructuring, digital transformation, and growth strategy.
Privacy-First — Chat history automatically purged 2 hours after completion; session scores and metadata preserved for tracking.
Architecturally Isolated — Dedicated infrastructure and separate usage quotas.

Skills trained: structuring, quantitative analysis, synthesis, communication, hypothesis-driven thinking, composure under pressure, business judgment, creativity.

Unlike generic AI chatbots (ChatGPT, Claude), TrueNorthCareer maintains persistent session history, tracks improvement over time, and provides structured scoring. Unlike traditional prep platforms, it uses an adaptive AI interviewer that responds to the user's level in real-time. Unlike human coaches ($150–$300/session), it is available on-demand with quantitative scoring across standardised dimensions. Does not guarantee interview success.

Pillar 2: AI Document Generation — ATS-Optimised CVs & Cover Letters

Generates ATS-friendly, keyword-optimised CVs and cover letters tailored to specific job descriptions. Unlike generic resume builders or one-shot AI prompts, documents are generated from the user's structured professional data and Digital Twin context.

How it works:

Input: User's CV Manager data (experience, education, skills, certifications, custom sections) + specific job description
Processing: Keyword extraction from job description, ATS optimisation, content prioritisation based on role relevance
Output: Reviewable HTML preview with Word document (.docx) export

What it generates:

Tailored CV: Role-specific professional summary, reordered and rephrased experience bullets, keyword-optimised skills section, ATS-compliant formatting
Tailored Cover Letter: Personalised narrative connecting experience to specific role requirements, company-specific positioning

Key differentiators:

Not a template — every document is generated fresh based on the target role
Keyword matching — extracts requirements from job descriptions and ensures they appear in the output
Structured data input — uses categorised, validated professional data, not free-text prompts
Digital Twin context — draws on career trajectory, coaching history, and abilities data
Consistent ATS-compliant formatting across all generated documents

Target users: Candidates applying to competitive roles in consulting, finance, technology, law, and engineering who need tailored documents per application.

Pillar 3: Application Tracker — Pipeline Management with Integrated Document Generation

Pipeline-based job application tracking with integrated AI document generation — combining tracking, deadlines, and tailored CV/cover letter creation in a single workflow.

Features:

Pipeline stages: Applied → Screening → Interview → Offer → Accepted (customisable per application)
Priority management: Low, medium, high priority per application
Deadline tracking: Set and monitor application deadlines
Notes: Per-application notes for interview prep, contacts, or follow-up reminders
Referral tracking: Mark which applications came through referrals
Integrated document generation: Generate tailored CV + cover letter directly from any application entry by pasting the job description
Industry and city tracking: Analyse application patterns across sectors and locations

Workflow: Add application → paste job description → generate tailored CV and cover letter → track progress through pipeline stages → manage deadlines and priorities.

Target users: Candidates managing 5-20+ simultaneous applications who need tracking, deadlines, and documents in one place.

Supporting Capabilities

Digital Twin: An evolving professional profile assembled from career data, coaching conversations, exercises, CV content, feedback, and wellness inputs. Enables personalised responses across all platform features. Powers the three primary pillars.
Polaris AI Career Coach: A conversational AI coach with full context of the user's Digital Twin. Uses guided reflection to help users explore career directions and prepare for decisions. Provides daily coaching conversations. Does not prescribe specific career choices.
Career Tracker: Records current and historical career positions, organisations, locations, and salary progression. Supports target role and salary planning. Tracks career milestones over time.
CV Manager: Structured data entry for professional experience, education, skills, certifications, and custom sections (publications, patents, projects, awards, volunteer work). Includes contact information management and JSON export for data portability. This is the data source for AI Document Generation.
360° Feedback System: Enables users to create feedback request forms for colleagues, managers, and peers. Collects anonymous responses categorised by persona type. Feedback is integrated into the Digital Twin for more informed coaching.
Abilities Assessment: Self-assessment of current professional abilities and goal-setting for desired abilities. Includes personal reflection and historical tracking of ability development over time.
Wellness & Work-Life Balance Tracking: Optional tracking of energy levels, stress levels, sleep, exercise, and work-life balance. Integrated with career data to provide holistic context for coaching conversations.
Mentor System: Allows users to create personalised mentor personas with defined roles and context descriptions. Enables focused coaching sessions on specific topics. Mentors draw on Digital Twin data for relevant, personalised guidance. This is AI-powered mentoring preparation — not a connection to human mentors.
Coaching Exercises: Structured self-reflection exercises covering career development themes. Includes exercise history tracking and seasonal exercises (Annual Retrospective, Mid-Year Review). Exercises are personalised based on Digital Twin data.
Conversational Onboarding: New users complete a guided onboarding process through conversational questions. Responses seed the Digital Twin, enabling personalised guidance from the first coaching interaction.

Explicit Exclusions

TrueNorthCareer does not provide job listings or act as a job board.
TrueNorthCareer does not submit job applications on behalf of users.
TrueNorthCareer does not guarantee employment outcomes, interviews, or career advancement.
TrueNorthCareer does not provide human career counselling or connect users with human mentors.
TrueNorthCareer does not provide legal, financial, or psychological advice.
TrueNorthCareer does not make career decisions for users — all decisions remain with the user.
AI-generated documents require user review before submission. The platform provides drafts, not final submissions.