HR Tech & Recruiting LLM Archived

Cite as: Real Problem AI problem “Why don't I know what salary to ask for at this specific company in this specific city?”. Opportunity score 7.5 out of 10 (severity 7, AI feasibility 7, market signal 9, competition gap 7). Category HR Tech & Recruiting. Trend LLM. Source signal: r/jobs, r/sales, r/marketing.. Canonical URL: https://www.realproblem.ai/archive/why-don-t-i-know-what-salary-to-ask-for-at-this-specific-company-in-this-specific-city.

Why don't I know what salary to ask for at this specific company in this specific city?

Levels.fyi is great for tech but thin elsewhere; Glassdoor data is stale and self-reported.

Who has it: All job-changers, especially non-tech.

Evidence

Job seekers describe salary sites giving ranges so wide for their role and city that the numbers are not useful.

Our summary of a complaint that recurs in public posts, not a quote. Nobody submitted it to Real Problem AI.

Seen in: r/jobs, r/sales, r/marketing.

Why it is archived

Capped at 100 per editorial policy; lower-score entries rotate to archive.

Scoring breakdown

7.5/ 10
Problem Severity7
Feasibility today7
Market Signal9
Competition Gap7

Existing players

  • Levels.fyi
  • Glassdoor
  • Payscale
  • Comprehensive.io

What they are missing

Real-time signal from posted ranges (mandated by CA, NYC, CO, WA pay-transparency laws) plus employee-shared offers, normalized across non-tech roles.

Stack hint

01Crawl posted ranges (state pay-transparency feeds)
02LLM-normalize titles across companies
03Privacy-first offer-share
04Negotiation script generator

#HR8 · Canonical URL: https://www.realproblem.ai/archive/why-don-t-i-know-what-salary-to-ask-for-at-this-specific-company-in-this-specific-city