Every Kyrovo score is a deterministic calculation on inputs you entered. No score is generated by an LLM. This page lists every model, every weight, and every material change we've ever shipped, with dates.
Deterministic (your inputs)
The Career Resilience Score, Burnout Forecast, and AI Task Risk are computed by open, versioned formulas on the numbers you entered. Same inputs → same outputs. You can reproduce every value from the formulas below.
AI-drafted (plain-language)
Some plan explanations and summaries are drafted by a language model (via Lovable AI Gateway). These are always labeled AI-drafted in the UI. The underlying numbers are not.
Career Resilience Score (CRS)
Version 1.1 · Effective 2026-07-01
v1.1
Deterministic weighted composite of four self-reported pillars, mapped to a 300–850 scale. Not generated by an LLM. Every point traces to an input you entered.
Task-level self-report scored against public capability benchmarks (MMLU, HumanEval, MMMU, SWE-bench, GAIA — Q2 2026)
Financial runway
30%
Savings ÷ monthly burn, targeted against 6 months
Skill diversification
15%
Breadth of distinct task areas + industry + role
Changelog
•v1.1 (2026-07-01): Added distinct-task counting to skill diversification (previously counted all tasks including near-duplicates).
•v1.0 (2026-05-01): Initial public release with four-pillar composite.
Burnout Pressure Forecast
Version 1.0 · Effective 2026-05-01
v1.0
14-day self-reported pressure index. Deterministic heuristic on sleep, energy, and optional resting-HR / HRV signals. Never a diagnosis, never a probability of burnout — a trend line on the signals YOU logged.
Inputs & weights
Component
Weight
Source
Sleep pressure
40%
Deficit vs 7.5h target + night-to-night variability
Energy trend
35%
Mean + slope of daily 1–5 energy self-report
Physiological
25%
Resting HR rise + HRV drop vs your own baseline (optional inputs)
Changelog
•v1.0 (2026-05-01): Initial release. Confidence tier reported based on number of populated signal streams.
AI Task Risk
Version 1.2 · Effective 2026-07-01
v1.2
Task-level Low/Medium/High rating of exposure to current generative-model capability. Benchmarks refreshed quarterly; task capability can drift ±15 points within a quarter.
Changelog
•v1.2 (2026-07-01): Refreshed against Q2 2026 capability benchmarks.
•v1.0 (2026-01-01): Initial release with MMLU/HumanEval/MMMU axes.
Layoff Radar
Version 1.0 · Effective 2026-06-01
v1.0
Ingested from public sources only: US DOL WARN Act filings and SEC 8-K Item 2.05 filings. Not a prediction. No proprietary scoring — the app surfaces public records for the employer you searched.
Changelog
•v1.0 (2026-06-01): Initial release. Weekly ingest of WARN and SEC 8-K 2.05.
Burnout Forecast — how the score is computed
The Burnout Forecast is a deterministic 0–100 score computed from the last 7 daily self-reports. Higher = more burnout risk. The weights (published here so you can audit them) are:
Sleep debt — up to 25 pts. 7h is the CDC/NIH adult target; every hour below adds 6 pts.
Sleep quality — up to 10 pts. Restorative vs. non-restorative sleep is the second sleep signal.
Workload sustained ≥4/5 — up to 20 pts. Direct exhaustion driver in the Maslach Burnout Inventory.
Low energy — up to 15 pts.
Trouble detaching from work — up to 20 pts. Sonnentag (2010) identifies this as the strongest early-warning MBI signal.
Resting HR up ≥5 bpm vs. your own baseline — up to 5 pts.
HRV band — protective if ≥55ms (subtracts up to 5 pts); risk if <30ms (adds up to 5 pts). Optional — no wearable required.
Bands: 0–24 recovery · 25–49 mixed · 50–74 early warning · 75–100 burnout risk. Trend is the delta between your last 7 days and the 7 before that. This is a self-reported wellness signal — not a clinical diagnosis.
Not a certification.
Kyrovo is hosted on Lovable + Supabase — both operate SOC 2 Type II audited platforms. Those are platform certifications, not Kyrovo product certifications. Kyrovo does not claim SOC 2, ISO 27001, HIPAA, or PCI compliance. See our Security and AI Model Card pages.
Spot something you disagree with? Email privacy@getkyrovo.com. We publish material corrections in the changelog above.
Private by default. Employers can't see it — ever.
Self-reported only. Kyrovo never infers your emotional state passively.Career planning tool — not medical, psychiatric, or financial advice. If you're struggling, please talk to a qualified professional.Never sold. Never shared with your employer. Delete anytime.Do Not Sell or Share My Personal Information