Brutally honest, data-driven signal. Not reassurance, not fearmongering — just the truth about where you stand.
5-minute self-assessment across 13 developer tasks, your seniority, stack, and communication skills. No account required.
A 0–100 exposure score and defensibility number, calibrated with a Bayesian model against current AI capability priors.
Personalised 12-week plan split into 4-week windows with concrete weekly actions — spec writing, skill moves, quick wins.
Everything is free while StackPulse is in early access.
“It was the first honest number I'd seen. Uncomfortable, but actually useful — I knew what to work on the next morning.”
— Early access user, senior backend engineer
No. The point is to be honest in both directions. A senior doing mostly system-design work will get a low score; the tool will tell you that directly. The model deliberately rates "architecture" and "stakeholder comms" as very hard to automate. What you do with your time matters more than your title.
A Bayesian model across 13 tracked developer tasks. Each task has a prior automatability mean, variance, and ceiling calibrated from current AI capability. Your score is a weighted sum by how you spend your time, adjusted for seniority and communication skill. Full details are published in the algorithm doc.
No. Individual scores are private and never exposed to employers, even on team plans — by design. See the anonymity page for the full data model.
Yes. The scan works fully anonymously and you get a private link to reload the result. Signing in only adds history and the roadmap.
Yes — that's the point. The task priors update over time as capability evolves, and the Pro "Recalculate" action pulls the latest beliefs without touching your answers.