What is Flow Matching and how common is it in AI job postings?

Flow Matching is a skill in the "ML Techniques" category. It currently appears in 46 active AI roles across 20 companies in our index.

Which companies are hiring for Flow Matching?

The top employers with active AI roles mentioning Flow Matching are: OpenAI (6), NVIDIA (6), Amazon (5), JPMorgan Chase (4), Apple (4).

Is demand for Flow Matching growing?

Over the last 12 weeks, 30 new AI postings mentioned Flow Matching. Demand is rising — up 129% in the last four weeks compared to the earliest four weeks in the window.

At which stage of AI development is Flow Matching used?

Roles requiring Flow Matching are concentrated in: agents (37%), application (26%), post-training (24%). These stages follow a seven-stage AI lifecycle from data preparation through to shipped product.

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Flow Matching

46 active AI roles across 20 companies mention Flow Matching. Category: ML Techniques.

Demand trend

New AI postings mentioning Flow Matching per week — 30 total over 12 weeks.

Sector

All Big Tech · 11 AI Frontier · 11 Enterprise · 8 Semiconductors · 6 Consumer · 5 Banking · 4 Robotics · 3 Multimodal · 2 Vertical AI · 1 Retail · 1 Media · 1 Fintech · 1

Function

All Engineering · 36 Research · 12 Product · 6

Status

All Active only

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36 AI roles requiring this skill.

Company	Title	Sector	AI score	Stage
Adobe	Applied Scientist 5.5	Enterprise	9	L2
Adobe	Applied Scientist 5	Enterprise	9	L2
Socure	Head of Data Science - Document Verification & Biometrics	Vertical AI	9	L4
Disney	Sr Staff R&D Engineer	Media	9	L2
OpenAI	Technical Deployment Lead - Tokyo	AI Frontier	9	L6
NVIDIA	Senior Systems Software Engineer - Deep Learning Solutions	Semiconductors	9	L3
Apple	Senior Computer Vision and Machine Learning Engineer, Creator Studio	Big Tech	9	L2
Apple	Senior Computer Vision and Machine Learning Engineer, Creativity Apps	Big Tech	9	L2
Black Forest Labs	Forward Deployed Machine Learning Engineer	Multimodal	9	L3
Datadog	Software Engineer - AI Developer Workflows	Enterprise	8	L4
Amazon	Senior Applied Scientist, Industrial Robotics Group	Big Tech	8	L6
NVIDIA	Senior Manager, Interactive World Model Platforms	Semiconductors	8	L6
NVIDIA	Senior Manager, AlpaSim and AlpaDreams Production	Semiconductors	8	L6
Salesforce	Agentforce Forward Deployed Engineer	Enterprise	8	L4
Anthropic	Engineering Manager, Cloud Safety	AI Frontier	8	L3
OpenAI	Technical Deployment Lead, Semiconductors	AI Frontier	8	L6
OpenAI	Technical Deployment Lead - Sydney	AI Frontier	8	L6
Apple	Director of Algorithms, Ads Engineering	Big Tech	8	L6
OpenAI	Technical Deployment Lead, Life Sciences	AI Frontier	8	L6
OpenAI	Technical Deployment Lead - Singapore	AI Frontier	8	L6
JPMorgan Chase	Lead Software Engineer	Banking	8	L4
NVIDIA	Senior AI Formal Verification Engineer	Semiconductors	8	L4
NVIDIA	Senior Design Automation Engineer, Applied AI	Semiconductors	8	L4
OpenAI	Technical Deployment Lead, Forward Deployed Engineering (FDE) - NYC	AI Frontier	8	L6
Amazon	Software Development Engineer III, Unified Intelligent Matching Systems (UIMS)	Big Tech	7	L3
NVIDIA	Software R&D Engineer, RTL Optimization Tools	Semiconductors	7	L3
Salesforce	Forward Deployed Engineer	Enterprise	7	L4
Apple	Senior Wireless Systems SW Engineer,Wireless Technologies & Ecosystems	Big Tech	7	L0
Visa	SW Engineer	Fintech	7	L4
Amazon	Applied Scientist, Agentic Automated Reasoning Group	Big Tech	7	L4

Frequently asked questions

What is Flow Matching and how common is it in AI job postings?
Flow Matching is a skill in the "ML Techniques" category. It currently appears in 46 active AI roles across 20 companies in our index.
Which companies are hiring for Flow Matching?
The top employers with active AI roles mentioning Flow Matching are: OpenAI (6), NVIDIA (6), Amazon (5), JPMorgan Chase (4), Apple (4).
Is demand for Flow Matching growing?
Over the last 12 weeks, 30 new AI postings mentioned Flow Matching. Demand is rising — up 129% in the last four weeks compared to the earliest four weeks in the window.
At which stage of AI development is Flow Matching used?
Roles requiring Flow Matching are concentrated in: agents (37%), application (26%), post-training (24%). These stages follow a seven-stage AI lifecycle from data preparation through to shipped product.

Flow Matching

Top employers

Demand trend

Frequently asked questions

Flow Matching

Top employers

Demand trend

Frequently asked questions