Job Market Analysis

Real aggregated data — role demand, skill requirements and market trends.

🔥 Top 10 in-demand roles · demand & growth

Source: aggregated market data · 2026
1Machine Learning Engineer
95
+18%
2AI Research Scientist
90
+12%
3LLM Engineer
88
+120%
4AI Product Manager
85
+35%
5Computer Vision Engineer
82
+15%
6NLP Engineer
80
+22%
7MLOps Engineer
78
+45%
8AI Agent Developer
75
+150%
9Data Scientist (AI Focus)
72
+8%
10Prompt Engineer
68
+200%

Skill demand

Cloud Platforms
  • AWS75
  • GCP62
  • Azure58
Frameworks
  • PyTorch85
  • TensorFlow75
  • LangChain70
  • Hugging Face68
  • Scikit-learn60
LLM Skills
  • Prompt Engineering88
  • LLM APIs85
  • RAG82
  • Fine-tuning75
  • Agent Development72
Programming Languages
  • Python95
  • SQL65
  • Java45
  • C++35
✨ Emerging skills:Multi-Agent SystemsVector DatabasesModel QuantizationAI SafetyMultimodal AI

Market trends over time

AI job postings by quarter

0k9k18k27k36k2024-Q12024-Q32025-Q12025-Q32026-Q12026-Q2

Median salary by year ($k)

05310515821020222023202420252026
ML EngineerLLM EngineerAI Product Manager

Skill demand by quarter

02550751002024-Q12024-Q32025-Q12025-Q32026-Q1
RAGPrompt EngineeringPyTorch

Remote vs hybrid vs onsite (%)

2024-Q128% remote
2024-Q230% remote
2024-Q332% remote
2024-Q433% remote
2025-Q135% remote
2025-Q236% remote
2025-Q337% remote
2025-Q438% remote
2026-Q139% remote
RemoteHybridOnsite

Skill salary impact

Median pay lift for professionals who have each skill.

  • CUDA+20%
  • LLM APIs+18%
  • JAX+16%
  • RAG+15%
  • Prompt Engineering+14%
  • PyTorch+12%
  • Computer Vision+11%
  • Kubernetes+10%

High-value skill combos

Skill stacks that command the top of the market.

PyTorch + LLM APIs + RAG$210000k
Demand 95 · LLM Engineer, ML Engineer
Python + Kubernetes + MLOps$195000k
Demand 88 · MLOps Engineer, ML Platform Engineer
Computer Vision + PyTorch + C++$200000k
Demand 75 · CV Engineer, Robotics Engineer

Featured roles · real structured JDs

80 roles with weighted skill requirements.

Country
Function
Location
80 roles

Senior LLM Engineer

MongoDB · Remote, Global · Remote

Application
$161-285k
Salary
4-6 years
Experience
Bachelor's or
Education

Required-skill radar

PythonLLM APIsRAGPrompt EngineeringVector DatabasesLangChainFine-tuning

Skill weights

  • Python1.00
  • LLM APIs1.00
  • RAG0.95
  • Prompt Engineering0.90
  • Vector Databases0.85
  • LangChain0.80
  • Fine-tuning0.70

Responsibilities

  • Design and implement ML solutions
  • Collaborate with cross-functional teams
  • Optimize model performance and scalability

About the role

Join MongoDB as a Senior LLM Engineer to work on cutting-edge AI/ML systems.

Nice to have

GitCommunicationProblem Solving
Posted 2026-07-11Apply ↗

Live listings · 97+ scraped roles

Machine Learning Engineer
ModMed
📍 Boca Raton, FLlinkedin
AI Engineer
Eightpoint
📍 Fort Myers, FLlinkedin
Artificial (AI) Engineer
VELOX
📍 Boise, IDlinkedin
Machine Learning Engineer
Stage 2 Capital
📍 Boca Raton, FLlinkedin
Generative AI and ML Engineer
Seez
📍 Fort Lauderdale, FLlinkedin
AI Engineer
OneBox
📍 Alpharetta, GAlinkedin
AI Engineer
Midcontinent Independent System Operator (MISO)
📍 Greater Indianapolislinkedin
Applied AI Engineer
Swinerton
📍 Spokane, WAlinkedin
Applied AI Engineer
Swinerton
📍 Fresno, CAlinkedin
Machine Learning Engineer
Lovelace
📍 Pittsburgh, PAlinkedin
AI Engineer
Version 1
📍 Newcastle Upon Tyne, England, United Kingdomlinkedin
AI Engineer II
Zonda
📍 Glasgow, Scotland, United Kingdomlinkedin
AI Engineer
Xelix
📍 London, England, United Kingdomlinkedin
Artificial Intelligence Engineer
Adria Solutions Ltd
📍 Manchester, England, United Kingdomlinkedin
AI Engineer
bigspark
📍 Scotland, United Kingdomlinkedin
AI Engineer
Version 1
📍 Edinburgh, Scotland, United Kingdomlinkedin
AI Engineer
Terra API
📍 London, England, United Kingdomlinkedin
AI Engineer
Clovo
📍 Glasgow, Scotland, United Kingdomlinkedin
Artificial Intelligence Engineer
Experis UK
📍 Newcastle Upon Tyne, England, United Kingdomlinkedin
AI Software Engineer
Centrica
📍 Windsor, England, United Kingdomlinkedin
Machine Learning Engineer
Weekday (YC W21)
📍 New York, NYlinkedin
Machine Learning Engineer II
Yum! Brands
📍 Plano, TXlinkedin
Machine Learning Engineer
WireScreen
📍 New York, NYlinkedin
Machine Learning Engineer
Lovelace
📍 Pittsburgh, PAlinkedin

🔮 Future trends (2026-2028)

Agent Economy Boom

High

Multi-agent systems and autonomous AI agents becoming mainstream

2026-2027

Multimodal AI Integration

Medium

Text, image, audio, video - unified multimodal models

2026-2028

AI Safety & Governance

Medium

Regulatory compliance and responsible AI development

2026-2027

Edge AI & On-Device Models

Medium

Deploying AI models to edge devices and mobile

2027-2028

AI-Native Startups

High

Companies built from ground up with AI at core

2026-2028

Market health signals

85
Market health / 100 · Strong

AI hiring remains robust despite broader tech slowdown. LLM/GenAI roles particularly hot.

6-mo outlook: Positive - continued growth expected

Recent layoffs

  • Meta2024-03-15
    10000 · Reality Labs, some ML — AI impact: Low - Most AI teams unaffected
  • Google2024-01-20
    12000 · Across departments, some AI — AI impact: Low - AI still top priority
  • Amazon2024-02-10
    9000 · Alexa, some AWS AI — AI impact: Medium - Refocusing on GenAI
  • Stability AI2025-06-20
    50 · Multiple teams — AI impact: High - Startup struggling

Funding & hiring

  • Mistral AI Series B $600
    Positive - expanding, hiring
  • Cohere Series D $450
    Positive - strong growth
  • Perplexity AI Series C $250
    Positive - rapid expansion
  • Meta: Selective hiring — AI roles Still hiring (AI priority)
  • Google: Hiring — AI roles Actively hiring AI roles
  • Microsoft: Aggressive hiring — AI roles Expanding AI teams rapidly
  • Apple: Selective hiring — AI roles Ramping up AI hiring (playing catch-up)

📌 Market findings

  • AI job postings increased by 42% year-over-year
  • Application-layer roles growing 3x faster than research roles
  • Remote AI positions now represent 35% of all AI jobs
  • Companies prioritize practical AI experience over academic credentials
  • LLM and RAG skills saw 120% demand increase
🏭

Industry use cases

See how AI is deployed across industries and which roles each is hiring.

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