MODEL UPDATED · Q1 2026·AI agents handle 60-80% of SOC tier-1 alerts autonomously·Digital forensics automation crossed 65% capability threshold·42 role templates across 18 industries·Scores recalibrated monthly as AI crosses new thresholds·Agentic AI orgs running without human managers. This is live now.·Customer support tier-1 resolution now 96% automated·Finance modeling tools drafting 80% of variance reports without analysts·
MODEL UPDATED · Q1 2026·AI agents handle 60-80% of SOC tier-1 alerts autonomously·Digital forensics automation crossed 65% capability threshold·42 role templates across 18 industries·Scores recalibrated monthly as AI crosses new thresholds·Agentic AI orgs running without human managers. This is live now.·Customer support tier-1 resolution now 96% automated·Finance modeling tools drafting 80% of variance reports without analysts·
AI Workforce Intelligence · Task-Level Scoring · Q1 2026


Find out if your job
will exist in 18 months.

Know where you stand before the wave reaches you.

AI is moving faster than most people admit. Not your job title, your actual tasks. Not industry averages, your specific week. A scored diagnosis. A real plan. Scored monthly as capabilities shift.

42
Roles
4 MIN
To score
PRJCT
Model
FREE
To start
SOC Analyst · Sample Report LIVE
Alert triage & monitoring
93%
Log analysis & SIEM mgmt
87%
Vulnerability scanning
78%
Threat intelligence analysis
65%
Stakeholder reporting
52%
Playbook development
40%
Forensic investigation
68%
Forensic investigation recalibrated Jan 2026. AI artifact parsing now exceeds human throughput at scale. Updated from 22% to 68%.
// Individual assessment

Find out if your job will exist in 18 months.

Get your personal Automation Exposure Score, Indispensability Ratio, and a live career intelligence briefing specific to your role and industry.

  • 4-minute task allocation assessment
  • Automation Exposure Score (AJRS)
  • Indispensability Ratio (IR)
  • Live industry intelligence briefing
  • Personalized career path report ($69 to unlock)
Start my assessment →
// Enterprise solution

AI Adoption Risk Control. Know your workforce exposure before your next reorg.

Task-level visibility into where AI is displacing value across your teams, before it shows up as attrition, redundancy, or missed ROI.

  • Workforce exposure heat map
  • Role redeployment intelligence
  • PRJCT scoring across all roles
  • Built for CFO, CHRO, CEO, CIO
  • Enterprise waitlist open now
See enterprise solution →
// The pace problem

The model has to keep moving.

Your friend running 19 autonomous agents structured like a corporate org? He's right that the pace is brutal.

The honest answer is not to panic. Measure accurately, then move fast on the parts that are still yours. SerenIQ scores are recalibrated monthly as AI crosses new capability thresholds. The model moves because the technology moves.

2023
PAST
Generative AI enters white-collar workflow
Drafting, summarization, code assist. Humans still own judgment.
2024-2025
TRANSITION
Agentic AI: autonomous multi-step execution
SOC tier-1, forensic parsing, financial modeling, legal review. Exposure scores jump.
2026 + NOW
NOW
AI orgs operating without human managers
The AI CEO structure is live. Roles that survive are anchored in consequence ownership and trust, not task execution speed.
AJRS SHIFT
+46pp
Average exposure increase across cybersecurity roles since 2023. Tasks that felt safe 18 months ago are now well inside automation range.
FORENSICS RECALIBRATED
68%
Digital forensics automation capability as of Q1 2026. AI artifact parsing now exceeds human throughput at scale. Previously shown as 22% on this page.
DEFENSIBILITY RATIO
21%
Average Indispensability Ratio for workers who actively shifted toward consequence-owned, judgment-heavy work in the last 12 months.
PRJCT SCORING MODEL

Task-Level Intelligence. Not Job Titles.

SerenIQ analyzes work at the task level across five measurable dimensions. The result is a defensibility profile that shows exactly where automation can replace work and where human judgment remains indispensable.

P
Predictability
Patterns create automation risk. The more repeatable the work, the easier it is to automate.
R
Replaceability
Can AI produce this output today using current tools and models.
J
Judgment
Does the task require interpretation, discretion, or domain context.
C
Consequence
What happens if the decision is wrong. Accountability slows automation.
T
Trust
Does execution rely on human credibility or relationships.
METRIC 01 · AJRS
Automation Job Risk Score

The percentage of your current work AI can realistically automate today. Not theoretical. Current capability.

METRIC 02 · IR
Indispensability Ratio

The portion of your work anchored in judgment, consequence ownership, and contextual intelligence AI cannot replicate at scale.

The difference between these two numbers defines your repositioning strategy.

Select your role

42 Templates · 18 Industries

Already have an account? Go to dashboard →

// How it works

Three steps to know exactly where you stand.

4 minutes. Task-level accuracy. Updated for where AI actually is today, not where it was a year ago.

01
Pick your role
42 templates across 18 industries. Choose what matches what you actually do day to day, not your job title.
02
Allocate your time honestly
Drag the sliders to show how you really spend your week. The more accurate you are, the more precise your score.
03
Get your scored diagnosis
Your Automation Exposure Score, Indispensability Ratio, and a personalized action plan, recalibrated monthly.
Start my assessment →
// Sound familiar?

You are working harder. But your value feels like it is shrinking.

AI is absorbing the predictable work. Most people do not know which parts of theirs are next. SerenIQ makes the parts of your work that AI cannot touch visible and documented.

Measure my exposure →
Using AI to go faster?
Faster at routine work makes your role more predictable. Predictable means automatable. Speed alone does not protect you.
Doing the work of three people?
AI is absorbing the volume. You are spending your best hours managing its output, not doing the work only you can do.
Worried a demo will replace your team?
It is not about competence. It is about visibility. SerenIQ makes your defensible work visible before someone else decides it does not exist.

What you get

Powered by PRJCT Scoring Model
METRIC_01 · AJRS
Automation Exposure Score
The percentage of your role time AI can realistically automate today, calculated from your actual task mix, not your job title.
METRIC_02 · IR
Indispensability Ratio
Your weighted defensibility score. How much of your work is anchored in judgment, consequence, and trust that AI cannot replicate.
OUTPUT_03 · ACTION
Personalized Action Plan
Specific steps to shift your task mix toward defensible work - this week, this quarter, and over the next year.
// Recommended next step

ClarityOS: The Cognitive Edge System

Build the judgment, systems thinking, and strategic positioning skills that AI cannot replace. Designed for high-exposure roles.

Get the course →
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