What do people
really do at work?
Skip the fake job descriptions. Hear from verified professionals about their actual workflows, pain points, and daily realities. Built for researchers, builders, and curious professionals.
Every contributor is work-verified
We verify all contributors through work email, LinkedIn profiles, and professional experience to ensure authentic workplace insights
Work Email Verification
Verified through company email addresses
Professional Profile Check
Cross-verified with LinkedIn and professional platforms
Experience Validation
Validated through industry-specific questions
Share Knowledge, Earn Money
High-quality workplace insights deserve to be rewarded
Content Creation Rewards
Share detailed workflow insights and earn cash based on quality and popularity. Top answers earn up to $75+.
1-on-1 Consultation Booking
Become a certified expert and offer paid consultation services. Researchers and founders can book deep-dive sessions with you at $45-120/hour.
Quick Payouts
Withdraw earnings through PayPal, Stripe, or direct deposit. Minimum $15 payout, processed within 1-3 business days.
Earnings Examples
This month through B2B workflow sharing
This month through consultations and content
This month answering fintech questions
Real Insights from Verified Professionals
This is what actual workplace knowledge looks like
Nurse Sarah
ICU at Top Hospital, 8 years
Biggest time waste:
"Documentation takes 40% of shift time—same info entered in 3 different systems"
Most efficient part:
"Morning handoff—15 minutes that prevents hours of confusion later"
+ 12 more workflow insights
Mike Chen
FinTech Data Analyst, 3 years
Work reality:
"80% time cleaning messy data, 20% doing actual analysis. Excel still rules everything"
Biggest frustration:
"Business wants insights in 2 hours, but takes 2 weeks just to clean the data"
+ 15 workflow breakdowns
Alex Rivera
Fashion Retail Manager, 6 years
Hidden complexity:
"Inventory management is 50% psychology. Predicting what customers actually buy vs. what they say"
Repetitive pain point:
"POS system crashes 3-4 times daily, always during rush hours"
+ 18 retail management insights
Evidence-Based Job Insights Reports
AI analyzes thousands of real work experiences to identify common pain points, efficiency bottlenecks, and optimization opportunities for each role
Data-Driven Insights
Based on 500+ in-depth interviews with real practitioners, AI identifies the most common work patterns and pain points for each role
Example: 85% of product managers report requirement changes as their biggest pain point, with an average of 12 changes per project
Optimization Recommendations
Beyond identifying problems, AI provides specific workflow optimization suggestions based on successful cases
Recommendation: Implementing requirement change control can reduce rework by 40% and improve team efficiency
Product Design Guidance
Helps product managers and entrepreneurs understand real user workflows to design more relevant product features
Sample AI Insight Report
🏥 Registered Nurse Role Analysis
Excessive documentation (89%)
Multiple system logins (82%)
💡 Key Insight
"Nurses spend 40% of their shift on documentation, often entering the same patient information into 3-4 different systems throughout their 12-hour shift"
🎯 Healthcare Technology Opportunities
- • Unified patient information system with single sign-on
- • Voice-to-text documentation for bedside charting
- • Smart alerts for medication timing and patient monitoring
- • Mobile-first interface for real-time patient updates
Job descriptions tell you nothing about the actual work
Every profession has hidden workflows, repetitive tasks, and surprising inefficiencies that never make it into the official documentation.
Whether you're building products, doing research, or just trying to understand how different industries work, you need insights from people who live it daily.
Not corporate buzzwords. Not AI-generated summaries. Real knowledge from real workers.
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Browse structured insights about daily workflows, tools, bottlenecks, and pain points across hundreds of roles. From nurses to data analysts to retail managers.
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For Researchers & Builders
• Startup founders validating product ideas
• UX researchers understanding user workflows
• Product managers building better tools
• Consultants diving into new industries
• Anyone building solutions for real work
"Finally found out why our healthcare app wasn't working—nurses spend most of their time in completely different systems than we assumed."
— Sarah, Product Manager
For Working Professionals
• Share what your job is really like
• Connect with others facing similar challenges
• Help improve tools and processes in your field
• Get recognition for your domain expertise
• Access insights from other industries
"Sharing my workflow helped a startup build exactly the tool we needed. Now my daily work is 30% more efficient."
— Marcus, Operations Analyst
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