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 37,339 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.

Top AI Tools & Frameworks

Most requested technologies in AI/ML job postings.

Rag
23721 (63.5%)
Aws
12486 (33.4%)
Rust
10785 (28.9%)
Python
5564 (14.9%)
Azure
3616 (9.7%)
Gcp
3032 (8.1%)
Prompt Engineering
2112 (5.7%)
Kubernetes
1713 (4.6%)
Pytorch
1660 (4.4%)
Claude
1653 (4.4%)
Openai
1644 (4.4%)
Langchain
1511 (4.0%)
Docker
1460 (3.9%)
Tensorflow
1333 (3.6%)
Gemini
1241 (3.3%)
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
33926 (90.9%)
AI Software Engineer
823 (2.2%)
AI Product Manager
805 (2.2%)
Data Scientist
762 (2.0%)
Data Engineer
303 (0.8%)
AI Architect
212 (0.6%)
MLOps Engineer
111 (0.3%)
AI Agent Developer
97 (0.3%)
Research Scientist
87 (0.2%)
AI Consultant
61 (0.2%)
Research Engineer
53 (0.1%)
AI Engineering Manager
40 (0.1%)
AI Safety
37 (0.1%)
Prompt Engineer
15 (0.0%)
LLM Engineer
7 (0.0%)

Remote Work Distribution

Work arrangement preferences in AI roles.

onsite
34484 (92.4%)
remote
2732 (7.3%)
hybrid
123 (0.3%)

techniques

Rag
23721 (63.5%)
Prompt Engineering
2112 (5.7%)
Embeddings
813 (2.2%)
Vector Search
393 (1.1%)
Fine Tuning
107 (0.3%)
Rlhf
93 (0.2%)
Chain Of Thought
38 (0.1%)

infrastructure

Aws
12486 (33.4%)
Azure
3616 (9.7%)
Gcp
3032 (8.1%)
Kubernetes
1713 (4.6%)
Docker
1460 (3.9%)
Vertex Ai
918 (2.5%)
Bedrock
728 (1.9%)
Sagemaker
523 (1.4%)
Mlflow
369 (1.0%)
Wandb
2 (0.0%)

CRM_Enterprise

Salesforce
1120 (3.0%)
Dynamics 365
50 (0.1%)
Oracle Cx
38 (0.1%)

SDR

Artisan
46 (0.1%)
Relevance Ai
2 (0.0%)
11X
1 (0.0%)
Aisdr
1 (0.0%)

BI_Analytics

Power Bi
897 (2.4%)
Tableau
750 (2.0%)
Looker
205 (0.5%)
Domo
17 (0.0%)
Metabase
9 (0.0%)
Thoughtspot
9 (0.0%)
Sisense
3 (0.0%)
Mode
3 (0.0%)

llm_providers

Claude
1653 (4.4%)
Openai
1644 (4.4%)
Gemini
1241 (3.3%)
Anthropic
1071 (2.9%)
Llama
707 (1.9%)
Hugging Face
591 (1.6%)
Cohere
257 (0.7%)
Mistral
66 (0.2%)
Gpt 4
4 (0.0%)

vector_databases

Pinecone
433 (1.2%)
Weaviate
292 (0.8%)
Chroma
227 (0.6%)
Faiss
194 (0.5%)
Qdrant
130 (0.3%)
Pgvector
91 (0.2%)
Milvus
67 (0.2%)

ml_frameworks

Pytorch
1660 (4.4%)
Tensorflow
1333 (3.6%)
Transformers
359 (1.0%)
Jax
210 (0.6%)
Keras
203 (0.5%)

languages

Rust
10785 (28.9%)
Python
5564 (14.9%)
Javascript
629 (1.7%)
Typescript
531 (1.4%)
Golang
206 (0.6%)

llm_frameworks

Langchain
1511 (4.0%)
Llamaindex
453 (1.2%)
Crewai
438 (1.2%)
Autogen
361 (1.0%)
Semantic Kernel
251 (0.7%)
Haystack
26 (0.1%)
Dspy
22 (0.1%)

Visitor_Identification

Warmly
160 (0.4%)

Integration_iPaaS

Zapier
113 (0.3%)
N8N
109 (0.3%)
Tray
80 (0.2%)
Mulesoft
32 (0.1%)
Workato Ipaas
30 (0.1%)
Make
13 (0.0%)
Boomi
12 (0.0%)
Snaplogic
1 (0.0%)

Customer_Success

Catalyst
188 (0.5%)
Gainsight
21 (0.1%)
Vitally
4 (0.0%)
Churnzero
2 (0.0%)
Planhat
1 (0.0%)
Clientsuccess
1 (0.0%)

Web_Personalization

Optimizely
24 (0.1%)
Unbounce
4 (0.0%)
Instapage
2 (0.0%)
Vwo
1 (0.0%)

Chatbots

Drift Ai
159 (0.4%)
Cognigy
7 (0.0%)
Intercom Fin
2 (0.0%)
Forethought
2 (0.0%)

Gifting_Direct_Mail

Postal
53 (0.1%)
Pfl
3 (0.0%)

Marketing_Automation_Growth

Mailchimp
76 (0.2%)
Klaviyo
43 (0.1%)
Braze
26 (0.1%)
Drip
23 (0.1%)
Iterable
15 (0.0%)
Activecampaign
10 (0.0%)
Convertkit
3 (0.0%)
Omnisend
2 (0.0%)
Customer Io
1 (0.0%)

Proposals

Docusign
36 (0.1%)
Concord
25 (0.1%)
Ironclad
6 (0.0%)
Adobe Sign
3 (0.0%)

Revenue_Intelligence

Gong
21 (0.1%)
Fathom
8 (0.0%)
Clari
3 (0.0%)
Fireflies
3 (0.0%)
Otter Ai
2 (0.0%)
Grain Video
2 (0.0%)
Chorus
1 (0.0%)

CRM_MidMarket

Hubspot
260 (0.7%)
Copper
50 (0.1%)
Zoho Crm
12 (0.0%)
Pipedrive
3 (0.0%)
Streak
3 (0.0%)
Monday Sales
2 (0.0%)
Nutshell
1 (0.0%)
Keap
1 (0.0%)

Sales_Engagement_Growth

Instantly
61 (0.2%)
Apollo
20 (0.1%)
Hunter Campaigns
2 (0.0%)
Lavender
1 (0.0%)
Vanillasoft
1 (0.0%)
Amplemarket
1 (0.0%)
Nooks
1 (0.0%)
Smartlead
1 (0.0%)
Mixmax
1 (0.0%)
Phoneburner
1 (0.0%)

Sales_Enablement_Enterprise

Seismic
8 (0.0%)
Showpad
7 (0.0%)
Brainshark
7 (0.0%)
Allego
4 (0.0%)
Highspot
3 (0.0%)
Bigtincan
1 (0.0%)

Product_Analytics

Mixpanel
31 (0.1%)
Amplitude
19 (0.1%)
Posthog
9 (0.0%)
Heap
6 (0.0%)
Pendo
6 (0.0%)
Hotjar
2 (0.0%)
Fullstory
1 (0.0%)

RevOps_Data_Quality

Demandtools
78 (0.2%)

Meeting_Scheduling

Calendly
3 (0.0%)
Usemotion
2 (0.0%)

Demo_Automation

Walnut
69 (0.2%)
Arcade
7 (0.0%)
Reprise
1 (0.0%)

Review_Platforms

G2
33 (0.1%)
Capterra
7 (0.0%)
Trustpilot
3 (0.0%)
Gartner Peer
1 (0.0%)

Marketing_Automation_Enterprise

Marketo
88 (0.2%)
Salesforce Marketing Cloud
80 (0.2%)
Hubspot Marketing
23 (0.1%)
Eloqua
22 (0.1%)

Revenue_Operations

Atrium
26 (0.1%)
Aviso
8 (0.0%)
Clari Forecast
2 (0.0%)

Reverse_ETL

Fivetran
25 (0.1%)
Airbyte
24 (0.1%)
Hightouch
5 (0.0%)
Census Data
3 (0.0%)
Rudderstack
1 (0.0%)

Sales_Training

Second Nature Training
31 (0.1%)
Brainshark Training
7 (0.0%)
Allego Training
4 (0.0%)
Lessonly Training
1 (0.0%)

Partner_Channel

Reveal
56 (0.1%)

Video_Prospecting

Loom
17 (0.0%)
Vidyard
3 (0.0%)

Data_Enrichment

Clay
45 (0.1%)

Sales_Compensation

Captivateiq
9 (0.0%)
Spiff
2 (0.0%)
Palette
1 (0.0%)

ABM_Advertising

Linkedin Marketing
316 (0.8%)
Adroll
1 (0.0%)

ABM_Platforms

6Sense
127 (0.3%)
Demandbase
32 (0.1%)
Terminus
4 (0.0%)
N Rich
3 (0.0%)
Triblio
1 (0.0%)

CPQ

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

Sales_Engagement_Enterprise

Salesloft
7 (0.0%)
Gong Engage
1 (0.0%)

Digital_Sales_Rooms

Qwilr
1 (0.0%)
Journey Sales
1 (0.0%)

Data_Providers

Zoominfo
122 (0.3%)
Seamless Ai
9 (0.0%)
Linkedin Sales Navigator
6 (0.0%)
Clearbit
4 (0.0%)
Cognism
2 (0.0%)
Bombora
2 (0.0%)
Dnb Hoovers
2 (0.0%)
Salesintel
1 (0.0%)

Lead_Routing

Workato
30 (0.1%)
Distribution Engine
3 (0.0%)
Chili Piper Routing
1 (0.0%)
Tray Io
1 (0.0%)

Competitive_Intel

Semrush
21 (0.1%)
Owler
1 (0.0%)

Sales_Enablement_Growth

Lessonly
1 (0.0%)

Conversational_B2B

Intercom
27 (0.1%)
Default Gtm
3 (0.0%)
Chili Piper
1 (0.0%)

PLG_Tools

Pendo Plg
6 (0.0%)
Chameleon
1 (0.0%)

Intent_Data

Bombora Intent
2 (0.0%)

ABM_Signals

Usergems
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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