Career Strategist Pro

What Inspired This Build

The idea behind Career Strategist Pro starts with a number that keeps us up at night: 85 million jobs disrupted by AI by 2030 (World Economic Forum). As career professionals who have spent years helping individuals navigate career pivots, we watch this unfold in real time and hear the same fear in client conversations.

People are afraid because they have watched their colleagues get laid off, seen job postings disappear, or been told their role is being "restructured." The fear is valid. AI has taken jobs and will continue to do so. The advice most people have access to is generic LinkedIn tips, outdated resume templates, well-meaning but vague encouragement that does nothing to answer the real question: What do I do now?

Linda Santiago King and I (Jeannine Bennett) are both career professionals with deep roots in military and veteran career transition. We have sat across from some of the most capable people in any workforce: transitioning service members, mid-career professionals navigating disruption, people who have given everything to their careers and are suddenly unsure whether the market still sees their value. The coaching conversations we have with those clients are often transformative. They are also inaccessible to the people who need them most and cannot afford them.

Our belief is that executive-grade career strategy should not be a luxury. And the conviction that AI, the very thing people fear, can be the tool that makes them irreplaceable.

What We Learned

The biggest lesson: the framework is the product. The AI is the delivery mechanism, but what makes Career Strategist Pro different from a general-purpose AI career conversation is the underlying structure, the pattern-matching logic that maps a professional's inputs to a specific strategic position and generates concrete, sequenced moves rather than general advice.

We also learned that "accessible" does not mean "simplified". The professionals who need this most are not looking for easier answers; they are looking for the right framework applied to their specific situation. The $15B+ career coaching market is being disrupted by AI, but most AI career tools replicate the problem (generic advice, fast) rather than solve it (strategic counsel, personalized).

Career Strategist Pro is built on a simple belief: AI took some of those jobs. AI can also be the thing that makes you impossible to replace. We built this tool to help people make that shift, from fearing what AI is doing to the workforce, to using it to become the person no company can afford to lose.

What We Built

Career Strategist Pro is an AI-powered career strategy tool built on the Vly.ai platform. It functions as a private strategy session with an AI modeled after a Chief Strategy Officer, not a chatbot that validates whatever the user types, but an advisor built to surface what AI cannot replicate: judgment, relationships, taste, and decision-making under pressure.

The experience is built around 7 executive-grade discovery questions (4–6 minutes) that map to a complete career strategy:

• A Strategic Verdict: the one-line CSO read on your investability, archetype, and what changes the rating

• Your Human Edge: the 5 things you do that AI cannot replicate, articulated in the language of value

• 4 High-Leverage Moves with 30/60/90-day timelines, no "take a course," no filler

• A 1–3 Year Growth Plan built around what to start, stop, and double down on

• A Career Narrative: a re-pitch of how to describe yourself in rooms that matter

The tool is designed for: mid-career professionals in various industries navigating AI disruption, and transitioning military veterans who need more than a resume review to translate their human edge into civilian market language.

How We Built It

Framework first. Before writing a single prompt, we mapped the output architecture, working backward from what a Chief Strategy Officer actually asks when deciding who to invest in. The five output sections are not arbitrary; they mirror the talent review framework used in boardrooms and executive off-sites, but it rarely reaches the professionals who need it most.

Prompt engineering as product design. The 7 discovery questions are the product. Each one is engineered to surface a specific signal that feeds the downstream strategy. Questions that yield vague answers yield a vague strategy, so we iterated on question framing until each one reliably surfaced the specificity the AI needs to generate something genuinely actionable.

Deployment on freebuff.ai (formerly Vly.ai.) The platform allowed us to build and deploy without code, which mattered on a hackathon timeline. The key challenge was configuring the conversation flow so that the AI maintains the voice of "a world-renowned strategist from 2030" throughout, direct, specific, and rigorous, rather than defaulting to the validation-heavy encouragement that makes most AI career tools feel hollow.

Challenges We Faced

Fighting generic output. The hardest problem in AI-powered coaching tools is that language models tend toward encouragement. A real strategic advisor tells you what to stop, not just what to start. Sustaining a CSO-level directness without being cold or off-putting required significant iteration on the underlying prompt architecture.

The veteran translation problem. Military professionals hold some of the most sophisticated leadership and operational expertise in any workforce. The gap between military experience and civilian hiring frameworks is not a skills gap; it is a translation gap. Building a path that surfaces that human edge in civilian-legible language is core to our mission, and it remains the area with the most room to grow.

Turning fear into strategy. Our users are not coming to this tool in a neutral state. They are coming with real anxiety about their futures. The experience had to honor that, acknowledge that the disruption is real, and move people quickly from fear to agency.

Built With

• chatgpt
• freebuff.ai
• github