Salary transparency
How salary estimates work
Most job listings don't include salary. winq fills the gap with AI estimates — but you should know exactly what they're based on.
Listed vs. estimated
When a listing includes a salary range, winq shows it exactly as posted — bold, no prefix. When a listing doesn't include pay, winq shows an AI estimate prefixed with a tilde (~) and a dotted underline. These are two different things. The visual difference is intentional.
What the AI knows
Estimates are written by the AI model that scores your jobs (Gemini 3.8 Flash unless you chose another; on the free first search, before you add a key, DeepSeek V4.1 Flash) when the posting lists no salary. It reads the posting, mainly the job title, the company and the location, and draws on its training data — which includes compensation surveys, job listings, and public salary data indexed before its knowledge cutoff.
For well-known companies with standard roles in major markets, estimates tend to land in the right ballpark. The AI has seen a lot of software job data.
What it doesn't know
Estimates don't reflect equity, bonuses, or total compensation — only base salary. They don't account for the specific team budget, recent funding, or internal pay bands that the hiring manager knows and you don't. Estimates for early-stage startups, niche roles, or non-US markets are less reliable. The AI has no visibility into what this specific company is actually willing to pay right now.
Confidence
winq asks the AI to self-assess its confidence: low, medium, or high. High confidence typically means the role is common and the company is well-documented. Low confidence usually means the role is unusual, the company is small or obscure, or the location has limited comparable data.
Confidence is AI self-reported and imperfect. A "high confidence" estimate can still be wrong. Treat it as a rough signal, not a guarantee.
Why we show estimates anyway
Salary is one of the most useful filters in a job search, and most postings hide it. A rough estimate — clearly labeled as such — is more useful than nothing when you're deciding whether a role is worth pursuing. You already know the posting is silent on pay; having a directional signal lets you prioritize triage.
We're not trying to anchor you to a number. We're trying to help you spend your time on roles that are likely in your range. Always verify in the actual conversation.
Questions or corrections? Reach out at [email protected]