HumbleBeeAI. We specialize in Computer Vision, Generative AI, and Business Analytics. An AI studio with tools, talent, and purpose. We build from our own AI ecosystem to deliver scalable, ethical, and lasting solutions for clients worldwide.
Tashkent • 5000+ employees
$18k – $24k per year (net) • Middle • 3+ years exp • In office (Tashkent, Uzbekistan) • Full-Time • Middle • English
Python
Python
FastAPI
Databases
ElasticSearch
Milvus
Pinecone
Qdrant
Weaviate
AI/ML
AI Agents
ChatGPT
DeepEval
Embeddings
Gemini
Hybrid Search
LangChain
Langfuse
LangGraph
LlamaIndex
LLM
LoRA
NLP
PEFT
Prompt Engineering
PyTorch
QLoRA
RAG
Reranking
Semantic Search
Synthetic Data
Tokenization
Triton
vLLM
Transformers
Anthropic
DPO
GraphRAG
Hugging Face
OCR
OpenAI
Semantic Search
SFT
Structured Outputs
Function Calling
TGI
DevOps
CI/CD
Docker
Git
GitHub
Analytics
A/B Testing
Grab Holdings is a leading Southeast Asian "super-app" technology company headquartered in Singapore. Originally founded as a ride-hailing service, Grab has expanded into a comprehensive digital ecosystem offering transportation (GrabCar, GrabBike), food and grocery delivery (GrabFood, GrabMart), and fintech services (GrabPay, digital banking, lending, and insurance). Operating across eight countries in the region, Grab connects millions of consumers with driver and merchant partners daily.
HQ: Singapore • FinTech • Delivery • Ride Hailing • 1001-5000 employees
Senior • 3+ years exp • In office (Petaling Jaya, Malaysia) • Bachelor's Degree • Full-Time • Middle • English
Python
SQL
AI/ML
Claude
LangChain
LangGraph
LightGBM
LLM
PyTorch
Qwen
RAG
Scikit-learn
Spark
Synthetic Data
TensorFlow
Transformers
XGBoost
AI Agents
≈ $31k – $61k per year (Estimated) • Senior • 5+ years exp • In office (Bengaluru, India) • Full-Time • Junior • English
Python
SQL
Databases
Presto
AI/ML
AI Agents
Fine-tuning
Kubeflow
LangChain
LangGraph
LangSmith
LLM
LoRA
MLFlow
PEFT
Prompt Engineering
Spark
Transformers
Amazon SageMaker
LLM Guardrails
DevOps
Git
GitHub
≈ $103k – $233k per year (Estimated) • Lead • 7+ years exp • In office (Singapore) • Master's Degree • Full-Time • Senior
Python
Scala
AI/ML
NLP
PyTorch
Spark
TensorFlow
Transformers
Recommender Systems
Analytics
A/B Testing
Rippling is an enterprise workforce management and workforce OS platform headquartered in San Francisco, California. Founded in 2016 by Parker Conrad and Prasanna Sankar, the company provides a unified software system that manages human resources (HR), information technology (IT), and corporate finance operations. Operating on a B2B SaaS subscription model, Rippling sits on top of a centralized employee data store. Its integrated product suite covers global payroll, employee benefits administration, applicant tracking, device management, corporate expense management, corporate cards, and bill pay.
HQ: San Francisco, United States • Professional Services • Human Resources • Est. 2016
≈ $25k – $70k per year (Estimated) • Middle • 8+ years exp • In office (Bengaluru, India) • Bachelor's Degree • Middle
Python
SQL
Databases
Chroma
FAISS
Milvus
Pinecone
Weaviate
AI/ML
Embeddings
Fine-tuning
Gemma
LangChain
LangGraph
Llama
LlamaIndex
LoRA
Mistral
NLP
PEFT
PyTorch
QLoRA
Qwen
RAG
TensorFlow
Tokenization
Transformers
Hugging Face
DevOps
AWS
Azure
CI/CD
Docker
GCP
Kubernetes
JPMorgan Chase & Co. is a leading global financial services firm and the largest banking institution in the United States by assets. Headquartered in New York City, the company offers a comprehensive range of financial solutions, including investment banking, asset management, treasury services, and commercial banking. Through its widely recognized consumer division, Chase, it delivers retail banking, credit card, and mortgage services to tens of millions of households across the globe.
HQ: London, United Kingdom • Blockchain & Crypto • Clinical Research • Financial Services • 1001-5000 employees
≈ $157k – $335k per year (Estimated) • Lead • In office (Jersey City, United States) • Staff
Java
Python
SQL
Databases
Databricks
AI/ML
Hugging Face
LLM
NLP
NVIDIA NeMo
PyTorch
Scikit-learn
TensorFlow
Transformers
DevOps
AWS
Headquartered in San Francisco, California, CTGT is an applied AI research laboratory and enterprise software startup specializing in mechanistic interpretability, representation engineering, and AI governance. Backed by Y Combinator and Google's Gradient Ventures, the firm develops deterministic policy engines and alignment systems that intervene directly at an LLM's neural representation layer during inference.
HQ: San Francisco, United States • LLM & Generative AI • Financial Services • Artificial Intelligence • 11-50 employees
≈ $121k – $282k per year (Estimated) • Equity 0.5–1% • Junior • 1+ year exp • In office (San Francisco, United States) • Full-Time • Junior
Ursa Space Systems aggregates synthetic aperture radar imagery from many satellite operators and turns it into analytic products. Founded in 2014 in Ithaca, New York, it is best known for measuring global oil storage from radar shadows. Its data reaches commodity traders, insurers and government users.
HQ: Ithaca, United States • National Security • Government • Artificial Intelligence • 11-50 employees • Est. 2014
$185k – $199k per year • Equity • Middle • 4+ years exp • Remote/Hybrid • Bachelor's Degree • Middle
Python
SQL
AI/ML
Computer Vision
Function Calling
Image Segmentation
LLM
PyTorch
LangChain
Transformers
Structured Outputs
AI Agents
Claude
Fine-tuning
LangGraph
LoRA
Multimodal AI
PEFT
OpenAI Agents SDK
Model Context Protocol
DevOps
AWS
CI/CD
Docker
Git
Vector
Management
Confluence
Jira
Miro
SpaceTech
GDAL
Ouster is a San Francisco lidar company founded in 2015 that builds digital sensors based on a single-photon avalanche diode architecture. Its sensors and perception software are used in industrial automation, smart infrastructure, robotics and automotive projects. The company is listed on the New York Stock Exchange and merged with rival Velodyne in 2023.
HQ: San Francisco, United States • Lasers & Photonics • Sensors • Hardware • 51-200 employees • Est. 2015
$180k – $220k per year • Senior • 5+ years exp • In office • Senior
C++
Python
C++
PyTorch C++
AI/ML
Data Augmentation
Few-Shot Learning
PyTorch
Transfer Learning
Transformers
YOLO
Post-training
ONNX
TensorRT
$162k – $180k per year • Senior • 5+ years exp • In office • Senior
C++
Python
C++
PyTorch C++
AI/ML
Data Augmentation
Few-Shot Learning
PyTorch
Transfer Learning
Transformers
YOLO
Post-training
ONNX
TensorRT
General Dynamics Information Technology (GDIT) is a leading technology integrator providing enterprise IT, artificial intelligence, and cloud solutions primarily to government, defense, and intelligence agencies. The company specializes in modernizing complex digital infrastructure, strengthening cybersecurity frameworks, and managing mission-critical systems for public sector clients. Operating as a business unit of defense giant General Dynamics, it plays a key role in driving digital transformation across national security, healthcare, and civil agency operations.
HQ: Falls Church, United States • Military • Government • Information Technology • 1001-5000 employees
$98k – $132k per year • Senior • 5+ years exp • In office (United States) • Bachelor's Degree • Full-Time • Senior
Python
R
SQL
Databases
Databricks
Snowflake
AI/ML
AI Agents
Anomaly Detection
Embeddings
LangChain
LangGraph
LLM
NumPy
Pandas
Scikit-learn
Spark
TensorFlow
Transformers
Hugging Face
RAG
Analytics
Matplotlib
Seaborn
$225k – $305k per year • Executive • 15+ years exp • In office (Herndon, United States) • Bachelor's Degree • Full-Time • Architect
C++
Java
Python
SQL
C++
PyTorch C++
TensorFlow C++
Databases
Apache Kafka
Databricks
Delta Lake
Google BigQuery
Snowflake
AI/ML
AWS Bedrock
BentoML
DVC
JAX
Kubeflow
LangChain
MLFlow
NumPy
ONNX
PyTorch
Scikit-learn
SciPy
Spark
TensorFlow
Transformers
Vertex AI
Weights & Biases
AI Agents
Amazon SageMaker
Feature Store
Hugging Face
LLM Guardrails
TPU
DevOps
AWS
Azure
Docker
GCP
Helm
Kubernetes
Terraform
IAM
SSC HR Solutions is a human resources consulting and Business Process Outsourcing (BPO) provider operating across the MENA and GCC regions. The company specializes in end-to-end HR services, including talent acquisition, staff augmentation, payroll administration, and labor law compliance.
HQ: Cairo, Egypt • Information Technology • Professional Services • Human Resources
Senior • In office (New Cairo, Egypt) • Senior
Python
SQL
Databases
Azure Cosmos DB
Databricks
pgvector
Pinecone
PostgreSQL
Weaviate
AI/ML
AWS Bedrock
Embeddings
Fine-tuning
LangChain
Llama
LLM
LoRA
Mistral
ONNX
PEFT
Prompt Engineering
Quantization
RAG
Semantic Kernel
Tokenization
Vertex AI
vLLM
Transformers
Amazon SageMaker
Google AI Studio
Hugging Face
LLM Guardrails
LLMOps
OpenAI
AI Agents
AutoGen
Computer Vision
Function Calling
Langfuse
MLFlow
NLP
Weights & Biases
EU AI Act
NIST AI RMF
DevOps
AWS
Azure
Azure AKS
Azure DevOps
CI/CD
GCP
GitHub Actions
gRPC
Kubernetes
Vector
GitHub
Cybersecurity
Microsoft Entra ID
OWASP Top 10
Threat Modeling
GDPR
In office (Cairo, Egypt)
C#
JavaScript
Python
Python
FastAPI
Flask
Databases
FAISS
Pinecone
Weaviate
AI/ML
AI Agents
AutoGen
AWS Bedrock
Claude
CrewAI
LangChain
LangGraph
LangSmith
Prompt Engineering
RAG
Streamlit
Transformers
Vertex AI
Amazon SageMaker
GPT-4
Hugging Face
OpenAI
DevOps
AWS
Azure
Azure DevOps
CI/CD
Docker
GCP
Git
Grafana
Kubernetes
Splunk
Accenture is a leading global professional services company specializing in strategy, consulting, technology, and operations services. Headquartered in Dublin, Ireland, the firm helps organizations optimize their business performance, navigate digital transformation, and implement advanced technologies like AI and cloud computing.
HQ: Dublin, Ireland • HQ: Chicago, United States • Artificial Intelligence • IT Consulting • Information Technology • 5000+ employees • Est. 1989
Middle • 3+ years exp • In office (Luxembourg City, Luxembourg) • Full-Time • Middle • English
Python
C#
Java
TypeScript
Java
Spring Boot
Python
FastAPI
C#
.NET
AI/ML
Computer Vision
LLM
Mistral
NLP
Ollama
ONNX
RAG
Semantic Search
Transformers
Edge AI
OCR
Semantic Search
DevOps
Ansible
AWS
Azure
CI/CD
Docker
GitHub Actions
Rest API
Terraform
Vector
GitHub
≈ $36k – $103k per year (Estimated) • Equity • Junior • 2+ years exp • In office (Warsaw, Poland) • Bachelor's Degree • Full-Time • Senior
Python
SQL
Python
pySpark
Databases
Databricks
Snowflake
AI/ML
NLP
Spark
AI Agents
Edge AI
CrewAI
Google ADK
Hyperopt
Keras
Kubeflow
LangChain
MLFlow
PyTorch
TensorFlow
Transformers
XGBoost
Hugging Face
OpenAI
DevOps
AWS
Azure
GCP
Cybersecurity
GDPR
Lead • Remote/Hybrid (Cluj-Napoca, Romania) • Full-Time • Staff
Python
JavaScript
Python
Django
FastAPI
Flask
Databases
FAISS
Milvus
Pinecone
Weaviate
AI/ML
Fine-tuning
Haystack
LangChain
LlamaIndex
LLM
LoRA
PEFT
Prompt Engineering
RAG
Transformers
Edge AI
AI Agents
Frontend
Next.js
React.js
Vue.js
DevOps
AIOps
AWS
Azure
CI/CD
GCP
Pulumi
Rest API
Terraform
Vector
Sonatus is an automotive technology company headquartered in Sunnyvale, California, and was founded in 2018. The firm provides the Fastlane platform, a suite of cloud-to-edge solutions including data collection, edge computing, and AI-driven diagnostics designed to power software-defined vehicles. It operates globally by partnering with major automotive manufacturers and suppliers to implement vehicle architectures that facilitate data management and lifecycle optimization.
HQ: Sunnyvale, United States • Smart Mobility • Transportation & Logistics • Automotive Manufacturing • Manufacturing • Embedded Software • Software • Edge AI • Artificial Intelligence • 201-500 employees • Est. 2018
≈ $183k – $316k per year (Estimated) • Staff+ • 7+ years exp • Remote/Hybrid (Sunnyvale, United States) • Bachelor's Degree • Staff
C++
Python
C++
PyTorch C++
TensorFlow C++
AI/ML
Anomaly Detection
Claude
CNN
Computer Vision
Gemini
Knowledge Distillation
LLM
NLP
ONNX
PyTorch
Quantization
Scikit-learn
Statsmodels
Synthetic Data
TensorFlow
TFLite
Transformers
Edge AI
OpenAI
Time Series Forecasting
TensorRT
DevOps
Vector
IoT
MQTT
≈ $183k – $316k per year (Estimated) • Staff+ • 10+ years exp • Remote/Hybrid (Sunnyvale, United States) • Bachelor's Degree • Staff
C++
Python
C++
PyTorch C++
TensorFlow C++
AI/ML
Anomaly Detection
Claude
CNN
Computer Vision
Gemini
Knowledge Distillation
LLM
NLP
ONNX
PyTorch
Quantization
Scikit-learn
Statsmodels
Synthetic Data
TensorFlow
TFLite
Transformers
Edge AI
OpenAI
Time Series Forecasting
TensorRT
DevOps
Vector
IoT
MQTT
≈ $189k – $327k per year (Estimated) • Staff+ • In office (Sunnyvale, United States) • Master's Degree • Internship • Architect
Python
AI/ML
Computer Vision
Reinforcement Learning
Time Series Forecasting
Transformers
AI Agents
Analytics
A/B Testing
Modjo is a Paris software company founded in 2019 that analyses sales conversations with speech and language models. Its platform records calls and meetings, extracts insights and feeds structured data back into customer relationship systems. European sales teams use it for coaching, forecasting and pipeline hygiene.
HQ: Paris, France • Customer Relationship Management (CRM) • AI Agents • Artificial Intelligence • Est. 2019
Junior • 2+ years exp • In office • Full-Time • Junior • French: C1
TypeScript
JavaScript
AI/ML
Transformers
Frontend
React.js
Mobile
React Native
DataBahn is a software development company that enables organizations to streamline end-to-end security data orchestration by offering AI-powered data management and security solutions for cybersecurity.
Pune • Chennai • Security Operations • Data & Analytics • Cybersecurity • 51-200 employees • Est. 2024
≈ $33k – $78k per year (Estimated) • Lead • In office (Chennai, India) • Staff
Go
Python
Databases
FAISS
Pinecone
Weaviate
AI/ML
AI Agents
Embeddings
LangChain
LangGraph
LLM
RAG
Reinforcement Learning
RLHF
Transformers
Knowledge Graph
Fine-tuning
Haystack
LlamaIndex
Prompt Engineering
PyTorch
TensorFlow
DevOps
AWS
Azure
Docker
GCP
Kubernetes
Platform Engineering
Vector
Trellis is embedding AI agents across the care journey, starting with specialty providers, to eliminate care gaps and manual administrative workflows.
San Francisco • Digital Health • Artificial Intelligence • AI Agents • 11-50 employees
$150k – $275k per year • Staff+ • In office (San Francisco, United States) • Full-Time • Staff
Python
Databases
PostgreSQL
AI/ML
AI Agents
NLP
PyTorch
TensorFlow
Transformers
DevOps
AWS
Azure
Docker
GCP
Kubernetes
India's fastest online document search platform. Download EC, Bhoomi RTC, Any ROR, and 7/12 documents effortlessly with Landeed. Simplify your land record research today!
Hyderabad • Hyderabad • Chennai • Gurgaon • Legal Services • Real Estate • Software • 51-200 employees
$26k – $47k per year • Equity 0.1–0.5% • Staff+ • 3+ years exp • In office (Hyderabad, India) • Full-Time • Staff
Python
AI/ML
Fine-tuning
LLM
Multimodal AI
PEFT
Prompt Engineering
PyTorch
TRL
Transformers
Reinforcement Learning
Computer Vision
DPO
GRPO
Hugging Face
Post-training
SFT
Text-to-Speech
AI Agents
Speech Recognition
Function Calling
Gemma
Quantization
Qwen
RLHF
vLLM
VLM
Whisper
San Francisco • Artificial Intelligence • Computer Vision • 11-50 employees
$150k – $240k per year • Middle • 3+ years exp • In office (San Francisco, United States) • Bachelor's Degree • Full-Time • Middle
C++
Python
SQL
C++
PyTorch C++
Databases
Neo4j
AI/ML
Computer Vision
CUDA
CUDA Toolkit
Knowledge Distillation
PyTorch
Quantization
TensorRT
Transformers
Vision Transformer
ONNX
Triton
Triton Inference Server
DevOps
Platform Engineering
Coulomb AI is a climate technology enterprise specializing in artificial intelligence-driven battery analytics and management solutions for electric vehicles and energy storage systems. Headquartered in San Francisco, California, the company utilizes predictive machine learning algorithms to monitor battery health, optimize performance, and prevent premature degradation in real time.
HQ: San Francisco, United States • 51-200 employees
$40k – $60k per year • Equity 0.1–0.3% • Senior • 6+ years exp • In office (Bengaluru, India) • Master's Degree • Full-Time • Senior
Python
Python
Dask
Databases
Chroma
Pinecone
Weaviate
AI/ML
Anomaly Detection
Computer Vision
DeepSeek
Few-Shot Learning
Fine-tuning
In-Context Learning
Kubeflow
LangChain
Llama
LoRA
MLFlow
NLP
Ollama
PEFT
Prompt Engineering
PyTorch
QLoRA
RAG
Ray
Reinforcement Learning
Semantic Search
Spark
TensorFlow
Transformers
vLLM
Hugging Face
Semantic Search
TGI
Time Series Forecasting
DevOps
AWS
Azure
GCP
Vector
Analytics
A/B Testing
American Express Technology. At American Express, technology and innovation are at the heart of everything we do. We leverage technology to help provide customers with access to products, insights and experiences that enrich lives and build business success.
New York • Phoenix • Bengaluru • Fukuoka • Los Angeles • AI Agents • Financial Services • Credit Cards • 1001-5000 employees
≈ $143k – $277k per year (Estimated) • Senior • In office (New York, United States) • Visa sponsorship • Bachelor's Degree • Senior
Java
Python
TypeScript
Databases
Apache Kafka
AI/ML
Hadoop
LLM
NLP
Prompt Engineering
RAG
Spark
Transformers
LLM Guardrails
Structured Outputs
AI Agents
Function Calling
LangChain
LangGraph
DevOps
CI/CD
Vector
AWS
Docker
GCP
gRPC
Kubernetes
Analytics
ETL/ELT
AstraZeneca is a global, science-led biopharmaceutical giant headquartered at the Cambridge Biomedical Campus in Cambridge, United Kingdom. Formed in 1999 through the merger of Sweden's Astra AB and the UK's Zeneca Group, the company researches, manufactures, and commercializes prescription medicines across core therapeutic areas, including Oncology, Cardiovascular, Renal & Metabolism (CVRM), Respiratory & Immunology, and Rare Diseases.
HQ: Cambridge, United Kingdom • Health Care • Financial Services • Pharmaceuticals • 1001-5000 employees • Est. 1999
≈ $73k – $157k per year (Estimated) • Executive • 10+ years exp • In office (Barcelona, Spain) • Bachelor's Degree • Full-Time • Architect
Python
SQL
AI/ML
Fine-tuning
Hallucination
LangChain
LLM
Prompt Engineering
TensorFlow
Transformers
Hugging Face
DevOps
AWS
CI/CD
Kubernetes
Quantiphi is an award-winning AI-first digital engineering company driven by the desire to solve transformational problems at the heart of business. Quantiphi solves the toughest and complex business problems by combining deep industry experience, disciplined cloud, and data-engineering practices, and cutting-edge artificial intelligence research to achieve quantifiable business impact at unprecedented speed.
HQ: Boston, United States • Analytics Platforms • Data & Analytics • 1001-5000 employees
≈ $165k – $307k per year (Estimated) • Staff+ • 10+ years exp • United States • Remote (United States) • Master's Degree • Full-Time • Architect
Java
Python
SQL
Databases
Databricks
Snowflake
AI/ML
LangChain
LangSmith
LightGBM
LlamaIndex
LLM
LoRA
NLP
NumPy
Pandas
PEFT
PyTorch
QLoRA
RAG
Reinforcement Learning
RLHF
Scikit-learn
SciPy
Semantic Search
Spark
Transformers
Hugging Face
Semantic Search
AI Agents
DevOps
AWS
Azure
CI/CD
GCP
≈ $27k – $69k per year (Estimated) • Senior • 6+ years exp • In office (Mumbai, Bengaluru, Thiruvananthapuram, India) • Full-Time • Senior
Python
SQL
Databases
Chroma
Milvus
Pinecone
Qdrant
AI/ML
AutoGen
CrewAI
Embeddings
Google ADK
Kubeflow
LangChain
LangGraph
LlamaIndex
LLM
MLFlow
Model Context Protocol
NER
NLP
PyTorch
RAG
TensorFlow
Tokenization
Transformers
Amazon SageMaker
Feature Store
LLMOps
AI Agents
Function Calling
DevOps
AWS
CI/CD
GCP
Git
≈ $164k – $306k per year (Estimated) • Staff+ • 8+ years exp • United States • Remote (United States) • Full-Time • Architect
AWS Bedrock
BERT
Claude
Embeddings
Fine-tuning
Kubeflow
LangChain
LLM
Model Context Protocol
Prompt Engineering
RAG
Tokenization
Transformers
Amazon SageMaker
AWS Bedrock AgentCore
AI Agents
Function Calling
NER
NLP
DevOps
AWS
AWS Lambda
Vector
Amazon S3
API Gateway
AWS Step Functions
CI/CD
Salary range
| Seniority |
Jobs |
25% |
Median |
75% |
| Middle |
21 |
$91K |
$199K |
$280K |
| Senior |
55 |
$175K |
$230K |
$265K |
| Staff |
33 |
$230K |
$265K |
$318K |
| Lead |
18 |
$190K |
$270K |
$330K |
| All levels |
155 |
$184K |
$240K |
$300K |
Based only on the listings that state pay. Gross annual amounts, converted to USD so roles in different currencies stay comparable.
The market right now
Alion currently lists 554 open Transformers jobs from 331 companies. 75 of them were posted or refreshed in the last seven days. 260 of the employers have posted something in the last three months, which is the pool worth watching if you are starting a search now. Every listing links straight to the employer, so you apply on their own board rather than through an intermediary.
What these roles pay
155 of these Transformers jobs state pay directly. Across them the middle half of the market sits between $184K and $300K a year, with a median of $240K. By level, the median runs middle at $199K, senior at $230K, staff at $265K, and lead at $270K. The step from middle to lead is worth about 1.4x on median pay. Figures are gross annual amounts converted to US dollars, so roles in different currencies stay comparable.
Where the work is
The largest concentrations of these roles are United States (20), France (18), Poland (16), Switzerland (11), and Singapore (10). 15% of the listings are fully remote and a further 26% are hybrid, so a large part of this market is open to you regardless of where you live.
Who is hiring
The employers with the most open Transformers jobs right now are Citi (10), NVIDIA (8), Hitachi (7), Sia (7), DeepInfra (7), and Quantiphi (6). Each company page on Alion carries its size, funding stage, tech stack and every other position it has open, so you can judge the employer before you spend an evening on the application.
What employers ask for
Reading across the current listings, the tools that come up most often are Transformers (554), Python (447), PyTorch (355), LLM (278), Fine-tuning (254), AI Agents (236), AWS (210), and RAG (206). The counts are how many of these openings name each one, which is a better guide to what is actually being hired for than a generic skills list.
Relocation, visas and equity
Of the current Transformers jobs, 29 state visa sponsorship, 44 offer a relocation package, and 72 include equity. These are filters on the list above, so you can narrow it to the ones that make a move possible for you.