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Private Peer Compensation Survey with Cryptographic Anonymity for Niche Roles

HR Tech medium • moderate

Glassdoor gives broad salary ranges that are useless for negotiation. Levels.fyi only covers tech. Blind is noisy and unstructured. Workers negotiating compensation need tight peer comparisons: same role, same seniority, same geography, same company tier. A new wave of salary transparency laws (EU Pay Transparency Directive, Virginia 2026) is creating urgency. Users want to run private, small-group salary surveys where participants get the same rich report, nobody's identity leaks, and the data is niche enough to be actionable.

builder note

Marit Health raising $3.2M for doctor-specific salary transparency validates the vertical approach. The SalaryConfidential founder on HN is using k-anonymity and privacy pass tokens, which is technically sophisticated. The simpler wedge: let any professional create a survey link, invite 4+ peers, everyone gets the report. Charge the survey creator $20-50 per survey. The regulatory tailwind from EU and US pay transparency laws means demand will only grow. Start with a specific profession (nurses, teachers, sales) to build density.

landscape (5 existing solutions)

Salary data is either too broad (Glassdoor), too narrow by industry (Levels.fyi, Marit Health), or too noisy (Blind). Nobody offers a self-service tool where any professional can spin up a private, cryptographically anonymous salary survey among a curated peer group and get a structured report. The EU Pay Transparency Directive and new US state laws are creating a regulatory tailwind that makes this increasingly urgent.

Glassdoor Broad self-reported data with no verification. Ranges too wide to be actionable. Employer-facing business model creates misaligned incentives.
Levels.fyi Excellent for tech compensation with level-specific breakdowns. Useless outside tech. No private peer survey capability.
Blind Anonymous community discussion, not structured surveys. Tech-focused. Data is anecdotal, not aggregated or privacy-guaranteed.
Marit Health Vertical salary transparency for doctors only. $3.2M seed, 12K users. Proves the model but locked to healthcare.
Payscale Enterprise compensation benchmarking tool. Priced for HR departments, not individual workers negotiating their own raises.

sources (3)

Hacker News https://news.ycombinator.com/item?id=47679021 "allows you to run private small-size peer compensation surveys without leaking identity... We use data models and release rules borrowed from k-anonymity techniques, batched releases and privacy pass cryptographic tokens." 2026-04-07
Newsweek https://www.newsweek.com/marit-health-salary-transparency-gl... "Former Glassdoor execs launch salary platform for doctors with 12,000+ clinicians registered and 7,000+ verified salaries." 2026
Ravio Blog https://ravio.com/blog/why-salary-surveys-are-an-unreliable-... "How reliable are salary surveys? Pros, cons, and alternatives to consider." 2026
salary-transparencycompensationprivacyHRsurvey