Helping build the next frontier of AGI through environments, data, and talent at scale.
Helping build the next frontier of AGI through environment, data & talent at scale.
Helping build the next frontier of AGI through environments, data, and talent at scale.
Helping build the next frontier of AGI through environments, data, and talent at scale.
Helping build the next frontier of AGI through environments, data, and talent at scale.
We partner with frontier AI companies to accelerate model training through
high-fidelity RL environments, expert-curated datasets, and a global network of elite talent.
We partner with frontier AI companies to accelerate model training through high-fidelity RL environments, expert-curated datasets, and a global network of elite talent.
We partner with frontier AI companies to accelerate model training through high-fidelity RL environments, expert-curated datasets, and a global network of elite talent.
We partner with frontier AI companies to accelerate model training through high-fidelity RL environments, expert-curated datasets, and a global network of elite talent.
We partner with frontier AI companies to accelerate model training through high-fidelity RL environments, expert-curated datasets, and a global network of elite talent.
Research
Building Infrastructure means building the benchmarks that matter.
Defining the only benchmark for project management
The only benchmark measuring AI performance on real-world PM tasks across Linear, Jira, and more..
Tasks
+
MCP Servers
+
Tools
+
Tested with Industrial Roles
Project Manager
Product Manager
Engineering Manager
%
<
Top Model Pass- Rate
Core Capabilities
Core Capabilities
We are expanding the frontier of AI research by building
We are expanding the frontier of AI research by building
RL Environments
RL Environments
We create realistic environments where models learn real-world behavior.
We create realistic environments where models learn real-world behavior.
We create realistic environments where models learn real-world behavior.
High-fidelity replicas of Live systems
High-fidelity replicas of Live systems
Cross-domain coverage, spanning web platforms, Model Context Protocol (MCP) servers, and enterprise applications
Cross-domain coverage, spanning web platforms, Model Context Protocol (MCP) servers, and enterprise applications
Comprehensive evals and benchmarks
Comprehensive evals and benchmarks
Replica Simulation Environment
High Fidelity
Real Product Environmnet
Updated Product Environments
Real Tasks & Data
Perform on real scenarios
Real World Logic
How Humans Behave
Replica Simulation Environment
High Fidelity
Real Product Environmnet
Updated Product Environments
Real Tasks & Data
Perform on real scenarios
Real World Logic
How Humans Behave
Replica Simulation Environment
High Fidelity
Real Product Environmnet
Updated Product Environments
Real Tasks & Data
Perform on real scenarios
Real World Logic
How Humans Behave
Data
Data
We curate, verify, and deliver high quality training data with full transparency and ownership.
We curate, verify, and deliver high quality training data with full transparency and ownership.
We curate, verify, and deliver high quality training data with full transparency and ownership.
Own the Data
Own the Data
Exclusive rights for collaborative projects, no licensing ambiguity
Exclusive rights for collaborative projects, no licensing ambiguity
Exclusive rights for collaborative projects, no licensing ambiguity
Verified Experts
Verified Experts
Top 0.1% from our existing network, not anonymous contractors
Top 0.1% from our existing network, not anonymous contractors
Top 0.1% from our existing network, not anonymous contractors
End to End Pipeline Management
End to End Pipeline Management
Complete pipeline with proper visibility from sourcing to delivery
Complete pipeline with proper visibility from sourcing to delivery
Complete pipeline with proper visibility from sourcing to delivery
Data Source
Rubrics
Education Performance
Your Exclusive Data
Double Validated
Expert Verification
QA Layer
Task Validation
Rubrics
Education Performance
QA Layer
Task Validation
Your Exclusive Data
Double Validated
Real life tasks & scenarios curated & verfiied by exprts
Rubrics
Education Performance
QA Layer
Task Validation
Your Exclusive Data
Double Validated
Real life tasks & scenarios curated & verfiied by exprts
Real life tasks & scenarios curated & verfiied by exprts
Rubrics
Education Performance
QA Layer
Task Validation
Your Exclusive Data
Double Validated
Talent
Talent
Pressure-tested sourcing, validated by data.
Pressure-tested sourcing, validated by data.
Validated quality at scale
Validated quality at scale
Program performance + AI interviewer with 97% accuracy
Program performance + AI interviewer with 97% accuracy
Deploy in days, not months
Deploy in days, not months
Strict evaluation pipeline involving assessments, AI interviews (with industry highest 97% IRR) and expert interviews
Strict evaluation pipeline involving assessments, AI interviews (with industry highest 97% IRR) and expert interviews
Strict evaluation pipeline involving assessments, AI interviews (with industry highest 97% IRR) and expert interviews
0 Days
Continuous Sourcing & Screening
5 Days
Exclusive Talent Pool
Deployed in days
Sourcing & Pipeline
Screening & Validation
Matching & Deployment
0 Days
Continuous Sourcing & Screening
5 Days
Exclusive Talent Pool
Deployed in days
Sourcing & Pipeline
Screening & Validation
Matching & Deployment
0 Days
Continuous Sourcing & Screening
5 Days
Exclusive Talent Pool
Deployed in days
Sourcing & Pipeline
Screening & Validation
Matching & Deployment
5M+
Learners
Coverage
SWE, ML, Data Science, SRE,Cybersecurity, Product, Marketing, Operations, Sales, Leadership & more...
50K+
Enrolled in high-rigour tech and business programs
10 +
Years designing evaluation rubrics
Deeply engaged expert talent pool working at
For 10 years, we have been refining how humans learn.
Built by ex-Meta, ex-Google engineers,
Our learning and evaluation rubrics have been tested across millions of learners and thousands of hiring pipelines.
Learners
M+
Enrolled in high-rigour tech and business programs
K+
Years designing evaluation rubrics
+
SWE, ML, Data Science, SRE, Cybersecurity,
Product, Marketing, Sales, Operations, Leadership & more...
Coverage
M+
Learners
Coverage
Coverage
SWE, ML, Data Science, SRE,Cybersecurity,
Product, Marketing, Operations, Sales, Leadership & more...
K+
Enrolled in high-rigour tech and business programs
+
Years designing evaluation rubrics
For 10 years, we have been refining how humans learn.
Built by ex-Meta, ex-Google engineers,
Our learning and evaluation rubrics have been tested across millions of learners and thousands of hiring pipelines.
Deeply engaged expert talent pool working at
For 10 years, we have been refining how humans learn.
Built by ex-Meta, ex-Google engineers,
Our learning and evaluation rubrics have been tested across millions of learners and thousands of hiring pipelines.
Deeply engaged expert talent pool working at
Core Capabilities
We are expanding the frontier of AI researchby building
We are expanding the frontier of AI researchby building
Core Capabilities
We are expanding the frontier of AI research by building
RL Environments
RL Environments
We create realistic environments where models learn real-world behavior.
High-fidelity replicas of Live systems
Cross-domain coverage, spanning web platforms, Model Context Protocol (MCP) servers, and enterprise applications
Comprehensive evals and benchmarks
High-fidelity replicas of Live systems
Cross-domain coverage, spanning web platforms, Model Context Protocol (MCP) servers, and enterprise applications
Comprehensive evals and benchmarks
Replica Simulation Environment
High Fidelity
Real Product Environmnet
Updated Product Environments
Real Tasks & Data
Perform on real scenarios
Real World Logic
How Humans Behave
Replica Simulation Environment
High Fidelity
Real Product Environmnet
Updated Product Environments
Real Tasks & Data
Perform on real scenarios
Real World Logic
How Humans Behave
Replica Simulation Environment
High Fidelity
Real Product Environmnet
Updated Product Environments
Real Tasks & Data
Perform on real scenarios
Real World Logic
How Humans Behave
Replica Simulation Environment
High Fidelity
Real Product Environmnet
Updated Product Environments
Real Tasks & Data
Perform on real scenarios
Real World Logic
How Humans Behave
Replica Simulation Environment
High Fidelity
Real Product Environmnet
Updated Product Environments
Real Tasks & Data
Perform on real scenarios
Real World Logic
How Humans Behave
Data
Data
We curate, verify, and deliver high quality training data with full transparency and ownership.
Own the Data
Exclusive rights for collaborative projects, no licensing ambiguity
Exclusive rights for collaborative projects, no licensing ambiguity
Verified Experts
Exclusive rights for collaborative projects, no licensing ambiguity
Exclusive rights for collaborative projects, no licensing ambiguity
End to End Pipeline Management
Complete pipeline with proper visibility from sourcing to delivery
Complete pipeline with proper visibility from sourcing to delivery
Data Source
Rubrics
Education Performance
Your Exclusive Data
Double Validated
Expert Verification
QA Layer
Task Validation
Data Source
Rubrics
Education Performance
Your Exclusive Data
Double Validated
Expert Verification
QA Layer
Task Validation
Data Source
Rubrics
Education Performance
Your Exclusive Data
Double Validated
Expert Verification
QA Layer
Task Validation
Data Source
Rubrics
Education Performance
Your Exclusive Data
Double Validated
Expert Verification
QA Layer
Task Validation
Talent
Talent
Pressure-tested sourcing, validated by data.
Validated quality at scale
Program performance + AI interviewer with 97% accuracy
Program performance + AI interviewer with 97% accuracy
Deploy in days, not months
Strict evaluation pipeline involving assessments, AI interviews (with industry highest 97% IRR) and expert interviews
Strict evaluation pipeline involving assessments, AI interviews (with industry highest 97% IRR) and expert interviews
0 Days
Continuous Sourcing & Screening
5 Days
Exclusive Talent Pool
Deployed in days
Sourcing & Pipeline
Screening & Validation
Matching & Deployment
0 Days
Continuous Sourcing & Screening
5 Days
Exclusive Talent Pool
Deployed in days
Sourcing & Pipeline
Screening & Validation
Matching & Deployment
0 Days
Continuous Sourcing & Screening
5 Days
Exclusive Talent Pool
Deployed in days
Sourcing & Pipeline
Screening & Validation
Matching & Deployment
0 Days
Continuous Sourcing & Screening
5 Days
Exclusive Talent Pool
Deployed in days
Sourcing & Pipeline
Screening & Validation
Matching & Deployment
Research
Research
Research by building Building AGI means building the benchmarks that define progress.
Research by building Building AGI means building the benchmarks that define progress.
Defining the only benchmark for Project Management
Defining the only benchmark for Project Management
The only benchmark measuring AI performance on real-world PM tasks across Linear, Jira, and more..
The only benchmark measuring AI performance on real-world PM tasks across Linear, Jira, and more..
+
Tasks
+
MCP Servers
+
Tools
Tested with Industrial Roles
Tested with Industrial Roles
Project Manager
Engineering Manager
Product Manager
<
%
Top Model Pass-rate
Research
Building Infrastructure means building the benchmarks that matter.
Defining the only benchmark for project management
The only benchmark measuring AI performance on real-world PM tasks across Linear, Jira, and more..
Tasks
+
MCP Servers
+
Tools
+
Tested with Industrial Roles
Project Manager
Product Manager
Engineering Manager
Top Model Pass- Rate
%
<
For 10 years, we have been refining how humans learn.
Built by ex-Meta, ex-Google engineers,
Our learning and evaluation rubrics have been tested across millions of learners and thousands of hiring pipelines.
Deeply engaged expert talent pool working at
Learners
M+
Enrolled in high-rigour tech and business programs
K+
Years designing evaluation rubrics
+
SWE, ML, Data Science, SRE, Cybersecurity,
Product, Marketing, Sales, Operations, Leadership & more...
Coverage
scaler ai labs
Building toward AGI that frees humans from busy work.
For 10 years, we have been refining how humans learn.
Built by ex-Meta, ex-Google engineers,
Our learning and evaluation rubrics have been tested across millions of learners and thousands of hiring pipelines.
Deeply engaged expert talent pool working at
M+
Learners
Enrolled in high-rigour tech and business programs
K+
Years designing evaluation rubrics
+
Coverage
SWE, ML, Data Science, SRE, Cybersecurity,
Product, Marketing, Sales, Operations, Leadership & more...
scaler ai labs
Building toward AGI that frees humans from busy work.
scaler ai labs
Building toward AGI that frees humans from busy work.
scaler ai labs
Building toward AGI that frees humans from busy work.
scaler ai labs
Building toward AGI that frees humans from busy work.
scaler ai labs
Building toward AGI that frees humans from busy work.
scaler ai labs
Building toward AGI that frees humans from busy work.
scaler ai labs
Building toward AGI that frees humans from busy work.
scaler ai labs
Building toward AGI that frees humans from busy work.