Bringing clarity to your job search.

Built on 11 million real applications and thousands of job search stories. Updated monthly to show what's working right now.

JobAudit(Sample dashboard)

Software Engineer · San Francisco, CA

Based on your CV, search behaviour, and live market data for your role and location.

CVcv-2026.pdf
Experience4 yrs
Work setupHybrid
Target salary$180k to $210k
Searching3 months
Apps sent~200
Interviews0
Apply timing3 to 7 days

Three months in, ~200 applications, no interviews. Two things explain most of it: you're applying on the most crowded platform, and you're landing several days after the shortlist is built.

Ghost job rate · SF tech postings

1 in 3

SF tech listings have no real hire behind them

LinkedIn~27% ghost
Indeed~22% ghost
Company page~5% ghost
A posting over 30 days old, or one that never appears on the company's own careers page, is probably a ghost.

You're applying on the wrong platform

LinkedIn receives 9,500 job applications every minute. Google Jobs lists the same roles with a fraction of the competition, and for Software Engineers in San Francisco it converts to interviews at 2.5x the rate.

Action

Switch your primary search to Google Jobs and direct company career pages for the next two weeks.

AI skills are a filter in San Francisco, not a bonus

60% of global AI funding went to the Bay Area in 2025. Engineers with LLM or MLOps experience are getting hired faster and earning 15 to 25% more at the same level. SF companies are rewriting job descriptions to require these skills faster than anywhere else.

Action

Go through your resume for AI work you have already done and move it up. If there isn't any, pick one way to get some in the next 30 days.

You're applying too late

Most shortlisting for SF Software Engineer roles happens in the first 48 hours after a posting goes live. You're applying 3 to 7 days later, by which point the pile is already built. A decent application on day 1 beats a great one on day 5.

Action

Set a 24-hour job alert on Google Jobs. Apply before you perfect your application.

Keyword saturation · SF SWE postings

Python
Saturated
React
Saturated
TypeScript
Saturated
RAG / LangChain
Rising
MLOps
Rising
Lead with a saturated keyword and you land in the biggest pile. Far fewer candidates are searching the rising ones right now.

Direct applications convert at nearly double the rate

Direct applicants make up 12% of the applicant pool but account for 23% of hires. A company's own careers page is a much stronger channel than the same job on a board.

Action

Before applying anywhere, check if the company has a direct careers page. Use that instead.

Your job title may be hiding you from the algorithm

No market has relabelled Software Engineer roles as fast as San Francisco. Miss the title and you get filtered out before a person ever reads your resume.

SF Software Engineer role titles · last 30 days

Software Engineer
41%
Product Engineer
28%
Full Stack Engineer
19%
Applied Engineer
12%
Action

Search each title variation separately. Add the relevant ones to your resume summary line.

Hiring velocity · SF SWE by company type

Startups (<50)
14 to 21 days2 to 3 rounds
Mid-size
30 to 45 days3 to 4 rounds
FAANG
47 to 90 days5 to 6 rounds
Targeting startups cuts the process by more than half without changing the outcome.

Your qualifications are not the problem. The way you're searching is. You're applying late, on the most saturated platform, to a fraction of the market that is open to you, and a lot of what you're applying to has no real hire behind it. Three changes would do more than another 200 applications through the same channels: switch to Google Jobs, apply within 24 hours of a posting going live, and search the other titles your role goes by.

Pick a role and a city, and see what the market for it looks like right now.