Locked Out Prompt Pack

30 AI Prompts to Navigate Algorithmic Filtering, Hiring Bias, and the Systems Built to Screen You Out — With Strategy, Not Shame

You are not the problem. The system is.

If you are a qualified professional and your applications keep disappearing, your interviews keep stalling, or your experience keeps getting met with silence, it can start to feel personal.

But silence is not always a verdict on your value.

Sometimes it is the result of systems built with friction already inside them: ATS filters, keyword matching, biased hiring patterns, referral gaps, culture-fit screens, recruiter gatekeeping, one-way and AI-scored video interviews, salary anchoring, and rooms where your competence may not be assumed as quickly as someone else's.

Locked Out: The Prompt Pack is a practical AI prompt toolkit created for professionals navigating bias in the modern job search.

Inside, you'll get 30 ready-to-use AI prompts you can use with ChatGPT, Claude, or Gemini to diagnose where your search is breaking down, sharpen your materials and positioning, build a real network and genuine advocacy, target the right employers, prepare for bias-aware and AI-driven interviews, vet recruiters, negotiate from market value, read organizational culture, follow up with confidence, and protect your energy while moving strategically.

This is not about shrinking yourself. It is not about hiding who you are. It is not about carrying shame for a system you did not build.

It is about navigating the system clearly, strategically, and with your dignity intact.

What This Prompt Pack Helps You Do

Use these prompts to:

• Decode why applications are going silent

• Separate system-level barriers from false self-blame

• Optimize your resume for ATS filters using your real qualifications

• Make deliberate choices about identity signals in your materials

• Build one clear positioning throughline that ties all your materials together

• Assemble a proof pack of quantified wins so your competence is hard to discount

• Frame layoffs or employment gaps without apology

• Build professional visibility so recruiters and opportunities can find you

• Build a target list of employers more likely to value you, so your effort converts

• Read "culture fit" language more accurately

• Write cold or warm outreach that actually earns a reply

• Build a real professional network from a thin starting point

• Build advocacy referrals instead of weak name-drops

• Vet recruiters to identify who will actually champion you

• Prepare references who can establish your competence before doubt enters the room

• Prepare for interviews where bias or the competence-assumption gap may show up

• Build behavioral interview answers that lead with evidence, not just polish

• Prepare for recorded, one-way, or AI-scored video interviews

• Respond to a microaggression or bias incident with a calm, prepared strategy

• Analyze interview rejections without spiraling

• Follow up after applications and interviews without slipping into anxiety or silence

• Negotiate from market value instead of salary history

• Assess whether an organization's inclusion is real or performative

• Build a first-90-days plan after landing the role

• Identify sponsors who can advocate for you in rooms you are not in

• Audit the extra energy cost of navigating bias

• Decide what to actually learn to stay competitive without chasing every trend

• Convert shame into strategy

• Decide whether to stay, pivot, or leave an environment

• Build long-term resilience so the next disruption costs you less

Who This Is For

This prompt pack is for professionals who are qualified, capable, and tired of being made to feel like the problem.

It is especially helpful for:

• Black professionals navigating senior-level hiring

• Underrepresented professionals facing repeated silence or stalled traction

• Job seekers dealing with ATS filtering and algorithmic screening

• Candidates preparing for one-way, recorded, or AI-scored video interviews

• Candidates who suspect bias may be affecting callbacks, interviews, or offers

• Professionals trying to build stronger networks, referrals, sponsors, and advocates

• Candidates preparing for interviews where they may need to establish credibility fast

• Job seekers negotiating salary, title, or offer terms

• Professionals evaluating whether a workplace is truly inclusive

• Anyone who wants to move through a biased market with strategy instead of shame

What You'll Receive

You'll receive a downloadable PDF prompt pack with:

• 30 ready-to-use AI prompts

• Prompts for ChatGPT, Claude, or Gemini

• Bias-aware job search strategy prompts

• Positioning and personal-narrative prompts

• ATS and resume optimization prompts

• Proof-of-competence and evidence prompts

• Networking and outreach prompts

• Interview preparation prompts, including one-way and AI-scored video interviews

• Referral and advocacy-building prompts

• Recruiter vetting prompts

• Salary negotiation prompts

• Culture-read and employer-targeting prompts

• First-90-days success prompts

• Long-term resilience planning prompts

Each prompt is designed to help you turn confusion into clarity, silence into data, and frustration into strategic action.

Why This Matters

Many professionals are still told to respond to job search silence by applying more, rewriting their resume again, or staying positive.

But that advice does not fully address what happens when the system itself creates barriers.

If the algorithm filters your resume before a human reads it, you need a strategy for the filter. If your first interview is recorded and scored by software, you need a strategy for the format. If referrals determine access, you need a strategy for advocacy — and a way to build one from scratch. If "culture fit" is being used as cover for sameness, you need language to read the room. If salary history carries past inequity forward, you need negotiation language anchored in market value. If a long search has made you internalize the silence, you need to put the shame back where it belongs.

This pack helps you stop guessing and start diagnosing.

Where is the barrier? What is the next strategic move? What can you control? What should you stop blaming yourself for? What would it look like to move with precision instead of panic?

A Companion Tool to Locked Out

Locked Out: The Prompt Pack is the tactical companion to the book Locked Out, which focuses on navigating ATS filters, workplace bias, and senior-level hiring barriers in a shifting job market.

The book explains the system. This prompt pack helps you work through the moments where the system shows up in real time.

Bottom Line

The barriers are real. Naming them is not defeat. It is the beginning of strategy.

Use Locked Out: The Prompt Pack to decode the silence, get past the filter on the merits, build advocates, read the culture, negotiate with confidence, land strong, and protect your energy along the way.

The system's friction is not your verdict. Your strategy is your answer.