The Kyrovo Field Guide: Career Resilience in the Age of AI

Kyrovo is a career resilience tracker built in 2025–2026 by a small team of engineers, clinicians, and laid-off tech workers who kept watching friends spiral — quietly burned out, quietly automated out, quietly one paycheck from panic.

We built the tool we wished we'd had in 2023: a private, 60-second self-check that turns three fuzzy anxieties into three real numbers, then hands you a 90-day plan you can actually run. No employer dashboards. No passive tracking. No selling your data. Ever.

As of July 2026, Kyrovo is used by workers across 40+ countries, in eight languages, spanning tech, healthcare, logistics, education, and public sector roles.

• WARN Act notices in the US crossed record levels for Q1–Q2 2026, driven by SaaS consolidation and automation-linked "role redesigns."
• The OECD 2025 Employment Outlook and Anthropic Economic Index both show task-level (not job-level) exposure to AI is the real signal — knowledge workers are affected non-uniformly.
• US household emergency savings sit near a 6-year low; median runway for laid-off workers is now under 3 months.
• Burnout among nurses, teachers, and mid-level engineers remains at pandemic-era peaks per Gallup and BLS data.

The result: three separate crises — energy, AI risk, money — hitting the same person at the same time. Traditional career tools solve none of them.

A weekly 60-second self-report on sleep, workload, agency, and recovery. It becomes a 0–100 line you can watch trend, not a diagnosis. Zones map to Recover / Steady / Push / Overextended. Nurses and support staff typically see their first honest read here.

You list the tasks you actually do. Each is scored Low / Medium / High against 2026 model capability benchmarks — refreshed monthly. Instead of "will AI take my job?" you get "these 3 of your 11 tasks are the ones to redesign first." That's the level of granularity that matches how automation actually arrives.

Savings ÷ realistic monthly burn = months of runway. Target is 6. Below 3 is the danger zone where people make forced career decisions. This is the score that most changes behavior in week one.

Everyone understands a credit score. Nobody has one for their career. CRS composites the three pillars plus skill diversification into a single 300–850 number with bands from Fragile to Fortified. Private by design — employers cannot see it, ever.

Public federal WARN Act filings plus verified news feeds are aggregated per employer and refreshed continuously. Add up to three employers to watch (Core) or unlimited (Pro) and get a weekly digest email the moment risk signals move.

A 72-hour post-layoff playbook: severance math, COBRA vs marketplace decision tree, unemployment filing, resume triage, and a first-week outreach script. Built with input from labor attorneys and outplacement counselors.

1. Days 1–30 · Protect: raise runway to 3 months, stabilize energy, freeze non-essential spend.
2. Days 31–60 · Prepare: retire two highest-risk tasks with a new skill; rewrite resume around outcomes; open two low-lift income tests.
3. Days 61–90 · Pivot: ship one visible artifact, run 5 warm conversations/week, and reassess CRS.

The plan rewrites itself monthly based on your new scores. It is not a template.

Sourced from the WEF Future of Jobs Report 2025, OECD Employment Outlook 2025, and the LinkedIn Economic Graph 2026. These are ranked by durability against automation, not popularity.

1. 1

   Strategic communication & persuasion

   Requires reading a specific human room in real time — no model closes that loop.

   Learn: ~3–6 months

2. 2

   Complex stakeholder management

   Reconciling conflicting incentives across people who don't want to be reconciled.

   Learn: ~6–12 months

3. 3

   Creative direction (not execution)

   Taste and vision — models generate options, humans decide which one ships.

   Learn: ~12–24 months

4. 4

   AI tool oversight & prompt engineering

   Someone has to know when the model is wrong and why. That's the durable job.

   Learn: ~1–3 months

5. 5

   Emotional intelligence & conflict resolution

   Legally, ethically, and practically off-limits to automation.

   Learn: ~Ongoing

6. 6

   Data interpretation & storytelling

   Models produce charts; humans produce the sentence that makes the chart matter.

   Learn: ~3–6 months

7. 7

   Systems thinking & process design

   Redesigning how work flows across teams, not just doing the work.

   Learn: ~6–12 months

8. 8

   Cross-functional project leadership

   Owning outcomes when the org chart doesn't help you.

   Learn: ~6–12 months

9. 9

   Customer empathy & qualitative research

   Interviewing real users and hearing what they actually mean.

   Learn: ~3–6 months

10. 10

    Ethical judgment & risk assessment

    The one role regulators explicitly require humans for.

    Learn: ~Ongoing

A directional view — not a prediction for any individual role. Sourced from OECD 2025, WEF 2025, and Anthropic Economic Index.

"Higher exposure" ≠ "your job disappears next year." It means routine tasks in that field are the first to shift. Kyrovo scores you at the task level for exactly this reason.

Tick these off as you go. Most Kyrovo users complete all 12 within their first 90 days.

• Completed your first energy pulse
• Identified your 3 highest AI-risk tasks
• Calculated your financial runway
• Started your 90-day plan
• Identified 2 AI-proof skills to build
• Set one clear work boundary this month
• Added one month of savings toward a 3-month buffer
• Updated your LinkedIn with new skills
• Had one honest conversation about AI at work
• Reviewed your employer's public AI strategy
• Connected with one person in a lower-exposure field
• Told one friend who needed to hear about Kyrovo

• Not a medical or psychiatric app. No diagnosis, no clinical claims.
• Not employer surveillance. Nothing you enter is ever visible to your employer.
• Not a financial advisor. Runway math is transparent and user-driven.
• Your data is never sold, never used to train third-party AI, and can be deleted in one click.

Full transparency: see our AI Model Card, DPIA, and Security page.