LATEST
White House unveils 7-pillar national AI framework — preempts state laws (Mar 20, 2026) 150K+ tech jobs cut in 2026 — 20.4% explicitly AI-attributed, up from 8% OpenAI ships GPT-5.4: 1.05M token context, three variants (Mar 5, 2026) Goldman Sachs: AI capex to exceed $527B in 2026 — biggest US investment cycle in decades 63% of Americans believe AI will decrease job availability — Pew Research, 2026
AI Labs — AI capability research, labor economics, and data intelligence. A Thorium™ product. Sources provided. Analytical variables displayed. Most likely forecast scenarios. No ads. No sponsors. No hype — just data.
ANALYTICAL TOOLS

Intelligence
Instruments

Interactive tools built for serious analysis. Model displacement scenarios with custom parameters, assess your career's AI exposure, and track the acceleration of AI capability in real time.

3
TOOLS
Real-time
DATA UPDATES
Open
METHODOLOGY
TOOL 01

Displacement Scenario Modeler

Adjust recursive multiplier, adoption friction, and base doubling period to model AI desk-job displacement under any scenario. Watch the sigmoid curve shift in real time as you explore conservative, base case, recursive, and singularity pathways.

3 adjustable parameters with live visualization
4 preset scenarios (Conservative to Singularity)
50% displacement date + peak loss rate output
Transparent sigmoid growth model
LAUNCH MODEL →
50% 0% 100% NOW 2024 2030 2040
━ Conservative ━ Base Case ━ Recursive
TOOL 02

METR Capability Tracker

Visualize how AI task-completion time horizons have doubled every 7 months since 2019. Track the exponential progression from GPT-2 through Claude Opus 4.6, with interactive tooltips and multiple viewing modes.

Sourced from METR ArXiv 2503.14499
Interactive data point tooltips
Linear, log, and doubling-time views
Canvas-rendered high-fidelity chart
VIEW BENCHMARKS →
GPT-2 GPT-4 Son4.5 Opus4.6
TASK HORIZON DOUBLING: ~7 MONTHS
TOOL 03 PRO

AI Readiness Analyzer

Enter your job title and get a personalized AI adoption roadmap. Understand which of your workflows are most vulnerable, which tools to learn first, and what skills make you indispensable as AI reshapes your industry.

AI-powered personalized assessment
Workflow vulnerability scoring
Tool recommendations by role
Action plan for staying ahead
$9.99 USD / month
ANALYZE YOUR ROLE →
70 / 100
SAMPLE RISK SCORE
Data Processing HIGH
Client Relations MEDIUM
Strategy LOW
TOOL COMPARISON
DISPLACEMENT MODELER
METR TRACKER
READINESS ANALYZER
BEST FOR
Scenario planning & forecasting
BEST FOR
Tracking AI capability growth
BEST FOR
Individual career assessment
INPUT
3 adjustable parameters
INPUT
None (auto-populated)
INPUT
Your job title
OUTPUT
Displacement curves + timeline
OUTPUT
Benchmark timeline + projections
OUTPUT
Risk score + action plan