AI is moving fast.
Your skills carry over.
CarryOver helps tech workers whose jobs are being automated find high-demand adjacent roles that reuse their existing skills, pinpoints the missing gaps, and generates a 14-day proof-of-work project plan to close them.
Built by Abhishek Grover, a 9th grader, at the AI Builder Challenge, in association with Developers' Society, IIT Kharagpur.
78% of your core testing intuition, regression knowledge, and defect triage carries over directly.
- Test Case Architecture
- Regression & Edge-Case Triage
- API & HTTP Lifecycle Inspection
- Bug Reproduction Workflows
- Agile Sprint Collaboration
- SQL Data Verification
- Playwright / Python Scripting
- CI/CD GitHub Actions Automation
Build a real automated E2E test suite for an e-commerce checkout.
The automation trap facing real workers
Conventional career advice tells you to start from scratch. That's wrong.
The Silent Anxiety
Rajesh has spent five years mastering software regression cycles, defect lifecycles, and edge-case testing. Lately, he uses AI coding tools daily to draft test scenarios in seconds.
He notices the pattern: his team isn't growing, sprint test workloads are being synthesized by automation agents, and junior testing openings are evaporating. He worries his role is shrinking beneath his feet.
When he browses LinkedIn or job portals, the advice is overwhelming: "Learn full-stack development from zero" or "Enroll in an 18-month data science boot camp."
Why Starting From Zero Fails
How CarryOver works in 3 steps
Designed exclusively for job seekers who want a realistic transition, not generic advice.
Map Your Real Skill Inventory
Tell CarryOver your current role, daily responsibilities, tools, and workflows. We dissect your actual operational competencies—not just surface job titles.
Calculate Skill Match & Missing Gaps
Our transition model matches your capabilities to growing adjacent roles. You get an exact percentage match, a list of what carries over, and the specific 2–3 gaps to bridge.
Execute Your 14-Day Proof-of-Work
Instead of an endless course, you receive a day-by-day roadmap to build one public, verifiable project that proves your target capability to hiring managers.
See it in action
Explore real sample transition models. Select a role below to inspect the carry-over match and 14-day roadmap.
Skills You Have (Carried Over)
Skills Missing (The Specific Gap)
14-Day Project: E2E Automated Test Suite & AI-Assisted Triage
Outcome: A live, public GitHub repository demonstrating Playwright tests hooked into automated GitHub Actions CI.
Engineered to move your career forward
Every feature is designed to reduce transition friction and build tangible proof.
Skill Inventory Extraction
Dissects your daily work routine into atomic competencies, separating generic job titles from actual operational value.
Adjacent Role Radar
Identifies high-growth tech positions where your existing skills provide immediate 60%–85% overlap, minimizing your learning curve.
Precision Gap Isolation
Pinpoints only the specific 2 or 3 technical capabilities you actually lack, stopping you from wasting months on what you already know.
14-Day Proof-of-Work Roadmaps
Provides a daily tactical guide to build a public, verifiable portfolio artifact instead of passive video course certificates.
Interview Talking Points
Generates clear narrative scripts explaining how your prior experience directly accelerates your impact in the new role.
Resume Re-Framing Engine
Translates your legacy accomplishments into the modern technical vocabulary expected by target hiring teams.
“68% of surveyed white-collar workers expect AI to partly or fully automate their jobs within five years (IIM-Ahmedabad study)”
The transition is already happening. Proactive skill carry-over is your strongest leverage.
Spin for a career tip
No gimmicks, prizes, or discounts. Choose to spin the wheel for an actionable transition tactic you can apply immediately.
Hit "Spin the Wheel" to reveal a tip
Career transitions feel daunting when broken down into theory. Spin to uncover one concrete, realistic rule for navigating AI-era workplace shifts.
Simple, honest access
We are committed to helping job seekers navigate disruption without hidden paywalls.
Beta Access
Complete access to skill extraction, adjacent role matching, and proof-of-work project generation.
- ✓ Unlimited role inventory extraction
- ✓ Complete skill match percentage calculation
- ✓ Carried-over vs. missing skills breakdown
- ✓ 14-day proof-of-work project roadmap
- ✓ Export roadmap to Markdown & PDF
Transition Pass
Hands-on mentorship, code reviews, and accountability for serious job seekers completing their 14-day proof-of-work.
- ✓ Everything in Free Beta Access
- ✓ 1-on-1 human code & artifact review
- ✓ Weekly transition milestone accountability
- ✓ Mock interview defense of your proof-of-work
- ✓ Portfolio feedback from senior engineers
Frequently Asked Questions
Clear answers to honest questions about career transitions, AI guidance, and our platform.
No. CarryOver is a tactical transition planning tool that maps technical competencies and generates project roadmaps. It does not replace licensed career counselors, legal advisors, mental health professionals, or personalized 1-on-1 executive coaching. We provide clear, objective skill overlap data so you can make informed decisions about where to invest your learning time.
CarryOver provides AI-generated guidance, verify before making career decisions. Our skill match formulas and adjacent role mapping are based on current tech job ontologies and real hiring requisitions, but job markets vary by geography, company scale, and macroeconomic conditions. Treat our output as a structured, high-probability transition framework rather than a guaranteed job offer.
CarryOver is built exclusively for job seekers in technology, operations, and technical services whose daily repetitive tasks are being automated (for example: manual software testers, data entry operators, junior technical support, and manual report analysts). We do not build tools or dashboards for employers.
A proof-of-work project is a tangible, publicly inspectable technical artifact (such as a GitHub repository with an automated Playwright test suite, or a containerized data extraction pipeline). Hiring teams increasingly distrust certificates; a verifiable proof-of-work project proves that you can write clean code, solve edge cases, and deliver immediately.
CarryOver was created by Abhishek Grover at the AI Builder Challenge (in association with Developers' Society, IIT Kharagpur). During our open beta, our priority is gathering direct feedback from real job seekers to refine our role match taxonomy and proof-of-work project templates.
Your privacy is paramount. Your entered career history and waitlist details are stored securely in Firestore and used solely to tailor your transition recommendations. We never sell your personal contact info, and we will never spam you or share your email with third-party recruiters.
Join the CarryOver Waitlist
Be among the first to map your skills and receive your custom 14-day transition project.
No spam. You will only receive your early access invite and transition guide.
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Honest thoughts from real visitors exploring CarryOver.
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