The AI job market in 2026 is maturing but still growing. After the explosive demand of 2023-2024 driven by ChatGPT and generative AI, the market has shifted from experimentation to production deployment. Companies are hiring not just for AI research, but for the infrastructure, operations, and product skills needed to ship AI products at scale.

AI Pulse analyzes 3,824 active job postings to surface the signals that matter: which skills are growing, which roles are emerging, and where compensation is heading. Our data comes from Indeed, LinkedIn, Greenhouse, Lever, and direct company career pages, refreshed weekly to reflect current market conditions.

What We Track

AI market intelligence showing trends, funding, and hiring velocity

Our market intelligence covers several dimensions: skills and tools (which technologies appear most frequently in job requirements), role distribution (the balance between different AI job categories), work arrangements (remote vs. hybrid vs. on-site), and salary trends (how compensation is moving across roles and locations).

Unlike salary surveys that rely on self-reported data from months ago, our insights come directly from active job postings. This gives you a real-time view of what employers are looking for and willing to pay, not what they were hiring for last quarter.

How Much of the Job Market Now Requires AI

Across 195,955 active postings in every field we track, 16.2% now require AI. Either the role is AI-native or the description calls for AI tools and skills.

45.6% of Engineering jobs now require AI, the most AI-saturated field we track.

Share of jobs requiring AI, by field

Engineering
45.6%
Product
37.6%
Data
26.6%
Marketing
21.8%
Finance
13.1%
People
12.0%
Sales
11.3%
Legal
10.9%
Operations
9.5%
Other
8.3%
Trend: AI requirement across all postings moved from 3.2% (2025-05) to 13.9% (2026-06), 10.7 pts up.

Top AI Tools & Frameworks

Most requested technologies in AI/ML job postings.

Python
1968 (51.5%)
Aws
1203 (31.5%)
Azure
882 (23.1%)
Rag
877 (22.9%)
Gcp
735 (19.2%)
Prompt Engineering
587 (15.4%)
Pytorch
586 (15.3%)
Claude
554 (14.5%)
Tensorflow
492 (12.9%)
Kubernetes
467 (12.2%)
Openai
442 (11.6%)
Langchain
418 (10.9%)
Docker
397 (10.4%)
Typescript
290 (7.6%)
Javascript
240 (6.3%)
Key Insight: Python and PyTorch dominate, with LangChain emerging as the top LLM framework.

Job Categories

Distribution of AI roles by category.

AI/ML Engineer
2702 (70.7%)
Data Scientist
281 (7.3%)
AI Software Engineer
258 (6.7%)
AI Product Manager
190 (5.0%)
Research Scientist
105 (2.7%)
Data Engineer
63 (1.6%)
Research Engineer
63 (1.6%)
AI Agent Developer
50 (1.3%)
AI Architect
41 (1.1%)
MLOps Engineer
34 (0.9%)
AI Safety
15 (0.4%)
Prompt Engineer
6 (0.2%)
AI Engineering Manager
6 (0.2%)
LLM Engineer
5 (0.1%)
AI Consultant
5 (0.1%)

Remote Work Distribution

Work arrangement preferences in AI roles.

onsite
3187 (83.3%)
remote
613 (16.0%)
hybrid
24 (0.6%)

languages

Python
1968 (51.5%)
Typescript
290 (7.6%)
Javascript
240 (6.3%)
Rust
51 (1.3%)
Golang
30 (0.8%)

infrastructure

Aws
1203 (31.5%)
Azure
882 (23.1%)
Gcp
735 (19.2%)
Kubernetes
467 (12.2%)
Docker
397 (10.4%)
Bedrock
215 (5.6%)
Sagemaker
188 (4.9%)
Vertex Ai
174 (4.6%)
Mlflow
170 (4.4%)

llm_providers

Claude
554 (14.5%)
Openai
442 (11.6%)
Anthropic
233 (6.1%)
Gemini
229 (6.0%)
Hugging Face
144 (3.8%)
Llama
60 (1.6%)
Mistral
26 (0.7%)
Cohere
2 (0.1%)

CRM_Enterprise

Salesforce
203 (5.3%)
Dynamics 365
11 (0.3%)

CRM_MidMarket

Hubspot
44 (1.2%)
Monday Sales
2 (0.1%)
Copper
2 (0.1%)
Streak
2 (0.1%)
Zoho Crm
1 (0.0%)
Close
1 (0.0%)

Integration_iPaaS

N8N
69 (1.8%)
Zapier
64 (1.7%)
Mulesoft
18 (0.5%)
Workato Ipaas
15 (0.4%)
Make
8 (0.2%)
Boomi
5 (0.1%)
Tray
3 (0.1%)

techniques

Rag
877 (22.9%)
Prompt Engineering
587 (15.4%)
Embeddings
220 (5.8%)
Vector Search
115 (3.0%)
Fine Tuning
47 (1.2%)
Rlhf
38 (1.0%)
Chain Of Thought
3 (0.1%)

ml_frameworks

Pytorch
586 (15.3%)
Tensorflow
492 (12.9%)
Transformers
128 (3.3%)
Jax
76 (2.0%)
Keras
43 (1.1%)

Conversational_B2B

Intercom
4 (0.1%)
Default Gtm
3 (0.1%)

Chatbots

Drift Ai
74 (1.9%)
Intercom Fin
2 (0.1%)

vector_databases

Pinecone
123 (3.2%)
Weaviate
94 (2.5%)
Pgvector
72 (1.9%)
Faiss
43 (1.1%)
Chroma
34 (0.9%)
Qdrant
25 (0.7%)
Milvus
24 (0.6%)

BI_Analytics

Power Bi
186 (4.9%)
Tableau
149 (3.9%)
Looker
53 (1.4%)
Thoughtspot
4 (0.1%)
Metabase
3 (0.1%)

llm_frameworks

Langchain
418 (10.9%)
Llamaindex
145 (3.8%)
Crewai
131 (3.4%)
Autogen
130 (3.4%)
Semantic Kernel
67 (1.8%)
Dspy
16 (0.4%)
Haystack
6 (0.2%)

Competitive_Intel

Semrush
18 (0.5%)

Lead_Routing

Workato
15 (0.4%)
Tray Io
2 (0.1%)

Marketing_Automation_Enterprise

Marketo
9 (0.2%)
Hubspot Marketing
7 (0.2%)
Salesforce Marketing Cloud
6 (0.2%)
Eloqua
1 (0.0%)

Partner_Channel

Reveal
18 (0.5%)
Impact
1 (0.0%)

Sales_Engagement_Enterprise

Salesloft
4 (0.1%)
Outreach Io
2 (0.1%)

Sales_Engagement_Growth

Instantly
14 (0.4%)
Apollo
9 (0.2%)
Orum
1 (0.0%)
Reply Io
1 (0.0%)
Nooks
1 (0.0%)

Data_Providers

Seamless Ai
8 (0.2%)
Zoominfo
7 (0.2%)
Bombora
2 (0.1%)
Lusha
1 (0.0%)
Linkedin Sales Navigator
1 (0.0%)
Cognism
1 (0.0%)
Clearbit
1 (0.0%)

Customer_Success

Catalyst
46 (1.2%)
Gainsight
6 (0.2%)
Churnzero
3 (0.1%)

RevOps_Data_Quality

Demandtools
13 (0.3%)

Revenue_Intelligence

Gong
15 (0.4%)
Fireflies
4 (0.1%)
Clari
3 (0.1%)
Chorus
2 (0.1%)
Otter Ai
2 (0.1%)
Fathom
2 (0.1%)

Video_Prospecting

Loom
7 (0.2%)
Vidyard
1 (0.0%)

Gifting_Direct_Mail

Postal
4 (0.1%)

Proposals

Docusign
6 (0.2%)
Concord
3 (0.1%)
Ironclad
1 (0.0%)
Pandadoc
1 (0.0%)

Web_Personalization

Optimizely
2 (0.1%)
Unbounce
1 (0.0%)
Vwo
1 (0.0%)

Review_Platforms

G2
8 (0.2%)
Trustradius
1 (0.0%)
Trustpilot
1 (0.0%)

Product_Analytics

Amplitude
4 (0.1%)
Heap
2 (0.1%)
Fullstory
2 (0.1%)
Hotjar
2 (0.1%)
Posthog
2 (0.1%)

Reverse_ETL

Fivetran
8 (0.2%)
Airbyte
2 (0.1%)
Rudderstack
1 (0.0%)

ABM_Platforms

6Sense
4 (0.1%)
Demandbase
1 (0.0%)

SDR

Relevance Ai
2 (0.1%)
Artisan
1 (0.0%)
11X
1 (0.0%)

Marketing_Automation_Growth

Klaviyo
3 (0.1%)
Mailchimp
2 (0.1%)
Iterable
1 (0.0%)

Demo_Automation

Walnut
3 (0.1%)

Sales_Training

Second Nature Training
4 (0.1%)

Sales_Compensation

Palette
2 (0.1%)
Captivateiq
1 (0.0%)

Data_Enrichment

Clay
8 (0.2%)

ABM_Advertising

Linkedin Marketing
2 (0.1%)

Revenue_Operations

Aviso
3 (0.1%)

Intent_Data

Bombora Intent
2 (0.1%)

Meeting_Scheduling

Calendly
1 (0.0%)

CPQ

Salesforce Cpq
1 (0.0%)
Conga Cpq
1 (0.0%)

PLG_Tools

Walkme
1 (0.0%)

Visitor_Identification

Leadfeeder
1 (0.0%)

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How to Use This Data

Market intelligence is only valuable if you act on it. Here's how AI professionals use our data: Career planning: identify which skills to develop based on growing demand, not hype. Salary negotiations: use real benchmarks to anchor compensation discussions. Job search strategy: focus on roles and locations where demand exceeds supply.

2026 Market Outlook

Several trends are shaping the AI job market this year. Production over research: Companies that experimented with AI in 2023-2024 are now hiring for deployment and operations. MLOps, platform engineering, and AI infrastructure roles are growing faster than pure research positions. Specialization matters: Generalist "AI Engineer" roles are giving way to specialists like Prompt Engineers, LLM Engineers, ML Infrastructure Engineers, and AI Product Managers with distinct skill requirements.

Remote remains strong: Despite some companies pushing return-to-office, AI roles maintain higher remote availability than the broader tech market. Our data shows remote AI positions often pay within 5-10% of equivalent on-site roles in major metros. The tools stack is consolidating: After a period of framework proliferation, the market is converging on standard stacks. PyTorch for ML, LangChain for LLM orchestration, and cloud-native deployment.

Our Methodology

We aggregate job postings from Indeed, LinkedIn, Greenhouse, Lever, and company career pages. Each posting is enriched with structured data: job category, required skills, experience level, salary range (when disclosed), location, and remote work type. We update our dataset weekly and filter out duplicates, expired postings, and outliers. Our skill extraction uses both keyword matching and semantic analysis to capture tool mentions accurately.

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