HomeFrameworksHuman Resources & People Operations
AgencyNewv1.4L3 Semantic FrameworkUpdated July 2026

Human Resources & People Operations

Build a complete HR system — from job descriptions to performance reviews to employee communications

4.8(187 reviews)2.6K installs48 prompts6 stagesEnterprise
GPT-4ClaudeGoDaddy Airo

Human Resources & People Operations is the definitive AI framework for HR professionals, people ops teams, and managers. It covers the full employee lifecycle: talent acquisition, interviewing, offers, onboarding, performance management, handbook documentation, and manager communications. Every prompt is calibrated for the clear, fair, legally-aware language that HR requires.

Full Access Unlocked

All 48 prompts · All 6 modules

30-day money-back guarantee
Secure checkout via Stripe
Lifetime updates (currently v1.4)
Instant delivery after purchase

"The job description framework eliminated the inflated requirements that were filtering out great can..."

Head of People · Series B SaaS Company

Need expert implementation?

Hire an Orchestrator

Connect with a certified Prompt.Doctor Orchestrator to deploy this framework for you.

How to use this framework

No coding required. You will use ChatGPT or Claude as your AI tool. Follow these steps in order — do not skip ahead.

1

Purchase & download the framework

Click the buy button on this page. After checkout, go to the and hit Download .zip. Unzip it — you'll get a .md file (the full framework) and a .pdf (easy to read reference). Keep both open.

2

Open your project — new or existing

This dashboard is designed to integrate into any existing project or be built as a standalone app. If you already have a site in Airo (or Cursor, Bolt, etc.), open that project. If you're starting fresh, create a new project. The Orchestrator Prompt handles both cases — it scans what's already there and adds only what's missing.

3

Paste the Orchestrator Prompt into your builder's chat

Open the on this page. Copy the Orchestrator Prompt and paste it into your AI builder's chat. It will scaffold the full admin system — secure login, email marketing module, booking engine, and CMS — on top of your existing codebase. This takes 2–5 minutes.

4

Add your API keys as secrets

Critical — Novice Users

In your builder, go to Settings → Secrets and add the keys your app needs. For this framework: STRIPE_SECRET_KEY (for booking payments — get it from your Stripe dashboard), ANTHROPIC_API_KEY (for AI-assisted content — get it from console.anthropic.com), and DATABASE_URL (your MySQL connection string). No key is needed for the admin login, CMS, or email modules — those run on your existing infrastructure.

Don't have a MySQL server?

You can purchase a shared hosting plan with cPanel and MySQL at host.esgwon.dev. Once your account is set up, follow the step-by-step guide to create your database and connect it to your AI website builder.

How to set up cPanel MySQL & connect to your AI website →

Need help with Stripe?

Get your STRIPE_SECRET_KEY and STRIPE_PUBLISHABLE_KEY from your Stripe dashboard. The guide covers test keys, webhook setup, and going live.

Stripe API keys — setup & testing guide →

Need help with Anthropic?

Get your ANTHROPIC_API_KEY from console.anthropic.com. The guide covers model selection, cost management, and troubleshooting.

Anthropic API key — setup & model guide →

Prompting Airo after setup — always name the file

When asking Airo to add tables, columns, or features to the admin dashboard, always include src/server/lib/admin-db.ts in your prompt. Without it, Airo may target the wrong database. Example: "Add a bookings table in the admin database (src/server/lib/admin-db.ts) — do not touch any other database connection in this project."

See safe prompting examples →
5

Run the framework prompts inside your live app

Your app is now running in the builder's preview panel. Open the on this page, copy each prompt one at a time, and paste it into your builder's chat. Replace every [BRACKET] with your real data before sending. Work through the stages in order — each stage output feeds the next.

6

Test end-to-end, then publish or hand off to your client

Walk through the admin as a real user: log in, create a booking, send a test email campaign, update a CMS image, and run the Safe-to-Publish gate. Once everything passes, click Publish in your builder. Because this is a white-label dashboard, your client accesses it at /admin on their own domain — no Prompt.Doctor branding, no third-party login required.

Who is this for?

HR professionals and people operations teams
Hiring managers building interview processes
Startup founders building their first HR systems
HR consultants and fractional HR professionals

Everything you get

48 production-ready prompts across 6 HR lifecycle areas
Talent acquisition: job descriptions, job postings, and sourcing outreach
Interviewing: structured interview question banks, scoring rubrics, and debrief guides
Offers: offer letter templates, compensation communication, and negotiation scripts
Onboarding: 30/60/90-day plan, welcome email sequence, and new hire checklist
Performance: review templates, feedback frameworks, PIP documentation, and calibration guides
Communications: manager toolkit, difficult conversation guides, and all-hands templates

What's Inside

6 modules · 48 prompts · 6 workflow stages

Modules(6 total)

Talent Acquisition System

Job description framework (responsibilities, requirements, nice-to-haves, compensation range, benefits), inclusive language audit, job posting copy, LinkedIn sourcing message, and employee referral program copy.

9 prompts

Interview System

Structured interview question bank by competency (problem-solving, collaboration, leadership, communication, technical), behavioral question framework (STAR), scoring rubric, and post-interview debrief guide.

10 prompts

Offer & Compensation System

Offer letter template (at-will, exempt, non-exempt), verbal offer script, compensation philosophy communication, equity explanation for candidates, and counter-offer response scripts.

8 prompts

Onboarding System

30/60/90-day onboarding plan template, new hire welcome email, first-day agenda, buddy program guide, new hire check-in questions (week 1, month 1, month 3), and role clarity document.

10 prompts

Performance Management System

Annual performance review template (self-assessment, manager assessment, goals), mid-year check-in framework, feedback delivery guide (SBI model), performance improvement plan (PIP) template, and calibration session guide.

8 prompts

Manager Communication Toolkit

Difficult conversation guide (performance, behavior, termination), all-hands meeting template, team update email, recognition message framework, and employee handbook section templates (PTO, remote work, code of conduct).

3 prompts
Sample Prompts(48 total)
Job Description·GPT-4

Write a job description for a [JOB TITLE] at [COMPANY NAME], a [COMPANY DESCRIPTION]. Requirements: 1) Role overview: what this person will own and why it matters (3–4 sentences — lead with impact, not tasks), 2) Responsibilities: 5–7 bullet points starting with action verbs, focused on outcomes not activities, 3) Required qualifications: 4–5 must-haves (specific, not inflated), 4) Nice-to-haves: 3–4 preferred qualifications, 5) Compensation: salary range [RANGE], 6) Benefits: [LIST KEY BENEFITS], 7) About us: 3 sentences on culture and mission. Inclusive language audit: avoid gendered terms, unnecessary degree requirements, and experience inflation. Tone: direct, specific, welcoming.

Performance Review Template·GPT-4

Create a performance review template for [COMPANY NAME] for [ROLE LEVEL: individual contributor/manager/senior leader]. Sections: 1) Self-assessment: achievements this period (vs. goals), areas for growth, one thing that would make them more effective, 2) Manager assessment: performance vs. goals (with specific examples), core competency ratings (1–5) with behavioral anchors for [COMPETENCIES], overall performance rating with definition, 3) Goals for next period: 3–5 SMART goals with success metrics, 4) Development plan: skills to build, resources, timeline, 5) Manager comments: strengths, growth areas, career trajectory discussion. Include rating scale definitions (1: Below expectations → 5: Exceptional) with behavioral examples for each level.

Difficult Conversation Guide·Claude

Write a manager guide for having a [CONVERSATION TYPE: performance concern/behavior issue/role elimination/PIP initiation] conversation with an employee. Include: 1) Preparation: what to document, who to loop in (HR), what outcome you're seeking, 2) Opening script: how to start the conversation directly and compassionately (not "how are you?"), 3) Message delivery: how to state the issue clearly with specific examples (SBI: Situation-Behavior-Impact), 4) Listening: how to create space for the employee's perspective, 5) Next steps: what happens after this conversation, 6) Closing: how to end with clarity and dignity, 7) Documentation: what to write down after. Common mistakes to avoid. Tone: direct, fair, human.

Workflow Architecture(6 stages)

system

9 prompts

Stage 1

templates

26 prompts

Stage 2

workflow

13 prompts

Stage 3

Everything included

Job description & talent acquisition system
Interview question bank & scoring rubrics
Offer letter & compensation communication templates
Employee onboarding program
Performance review & feedback framework
Employee handbook section templates
Manager communication toolkit
Full Access Unlocked

What builders say

"The job description framework eliminated the inflated requirements that were filtering out great candidates. Our applicant quality improved immediately after switching to outcome-focused descriptions."

Ho

Head of People

Series B SaaS Company

"The difficult conversation guide is the most practical resource I've given managers. The SBI framework and opening scripts reduce the anxiety that causes managers to avoid these conversations."

HB

HR Business Partner

Enterprise Technology Company

You have full access

All 48 prompts across 6 modules are unlocked for your account.

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