What is Capacity Planning and how common is it in AI job postings?

Capacity Planning is a skill in the "Infrastructure & Systems" category. It currently appears in 61 active AI roles across 27 companies in our index.

Which companies are hiring for Capacity Planning?

The top employers with active AI roles mentioning Capacity Planning are: Amazon (13), NVIDIA (9), Microsoft (4), Weights & Biases (4), Oracle (3).

Is demand for Capacity Planning growing?

Over the last 13 weeks, 52 new AI postings mentioned Capacity Planning. Demand has been relatively stable over this period.

At which stage of AI development is Capacity Planning used?

Roles requiring Capacity Planning are concentrated in: serving infrastructure (43%), agents (36%), application (8%). These stages follow a seven-stage AI lifecycle from data preparation through to shipped product.

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Capacity Planning

61 active AI roles across 27 companies mention Capacity Planning. Category: Infrastructure & Systems.

Demand trend

New AI postings mentioning Capacity Planning per week — 52 total over 13 weeks.

Sector

All Big Tech · 25 Semiconductors · 12 Enterprise · 12 Data AI · 6 AI Frontier · 6 Banking · 4 Pharma · 2 Media · 2 Retail · 1 Consumer · 1 Auto · 1

Function

All Engineering · 63 Product · 5 Research · 4

Status

All Active only

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61 AI roles requiring this skill.

Company	Title	Sector	AI score	Stage
Google	Senior Staff Technical Program Manager, AI Innovation and Research	Big Tech	9	L4
Oracle	Snr Director, Applied Science	Enterprise	9	L4
NVIDIA	Machine Learning Applications and Compiler Engineer, LPX - New College Grad 2026	Semiconductors	9	L3
OpenAI	Software Engineer, Codex Core Agents	AI Frontier	9	L4
Walmart	Distinguished, Software Engineer -AI/ML Engineer – Agentic Systems	Retail	9	L4
Luma AI	Head of Global Compute Supply & Platform Strategy	AI Frontier	8	L3
Netflix	ML Software Engineer 6 - AI for Member Systems (AIMS)	Big Tech	8	L3
Anthropic	Engineering Manager, Cloud Safety	AI Frontier	8	L3
Together AI	Staff Engineer, Distributed Storage and HPC & AI Infrastructure	Data AI	8	L3
Amazon	Sr Applied Scientist III, Supply Chain Optimization Technologies - SCAIL	Big Tech	8	L2
NVIDIA	Machine Learning Applications and Compiler Engineer, LPX - New College Grad 2026	Semiconductors	8	L3
Zendesk	Staff Machine Learning Engineer	Enterprise	8	L5
NVIDIA	Senior Machine Learning Applications and Compiler Engineer, LPX	Semiconductors	8	L3
NVIDIA	Senior Machine Learning Applications and Compiler Engineer, LPX	Semiconductors	8	L3
NVIDIA	Senior HPC and AI Networking Performance Research and Analysis Engineer	Semiconductors	8	L1
Baseten	Software Engineer - Model APIs	Data AI	8	L3
Salesforce	Software Engineering Architect	Enterprise	7	L4
Salesforce	SMTS Back End Software Engineer, Agentforce	Enterprise	7	L4
JPMorgan Chase	Director of Software Engineering	Banking	7	L4
Pinterest	Sr. Production Engineer, Solutions Engineering	Consumer	7	L4
Weights & Biases	Senior Software Engineer, Applied AI	Data AI	7	L6
ClickUp	Staff Solutions Operations Manager	Enterprise	7	L4
Amazon	Senior Applied Scientist, Applied AI Solutions GTM	Big Tech	7	L6
Bank of America	Senior Engineer - Enterprise GenAI Platform Architect	Banking	7	L4
OpenAI	Analytics & Automation Lead, User Safety & Risk Operations	AI Frontier	7	L4
Oracle	ONA AI Agent Intern (Logistics Focus) - OVIP	Enterprise	7	L4
Amazon	Process Analyst, EU Central Operations Analytics	Big Tech	7	L4
JPMorgan Chase	Quantitative Trading & Research - Mid-Frequency Trading Strategies - Vice President / Executive Director	Banking	7	L4
Amazon	Data Scientist II, Forecasting, Demand Planning and Workforce Intelligence	Big Tech	7	L4
Amazon	Applied Scientist II, Last Mile	Big Tech	7	L6

Frequently asked questions

What is Capacity Planning and how common is it in AI job postings?
Capacity Planning is a skill in the "Infrastructure & Systems" category. It currently appears in 61 active AI roles across 27 companies in our index.
Which companies are hiring for Capacity Planning?
The top employers with active AI roles mentioning Capacity Planning are: Amazon (13), NVIDIA (9), Microsoft (4), Weights & Biases (4), Oracle (3).
Is demand for Capacity Planning growing?
Over the last 13 weeks, 52 new AI postings mentioned Capacity Planning. Demand has been relatively stable over this period.
At which stage of AI development is Capacity Planning used?
Roles requiring Capacity Planning are concentrated in: serving infrastructure (43%), agents (36%), application (8%). These stages follow a seven-stage AI lifecycle from data preparation through to shipped product.

Capacity Planning

Top employers

Demand trend

Frequently asked questions

Demand trend

Capacity Planning

Top employers

Frequently asked questions