High-signal training data
and RL environments
for AI teams
Collinear simulates thousands of real-world users, tools, and workflows — so your agents can fail, learn, and improve before they ever touch production.
Production ready agents,
backed by real customer results
lower GPU costs
at F500 enterprise
higher domain accuracy
at leading AI lab
faster agent improvement
at FAANG company
Data + environments
for production-ready agents
Train your agents
against the real world
Multi-user environments with realistic tools, workflows and complexity for your agents to explore.
Training data,
not noise
High-signal datasets for post-training, validated against domain-specific
benchmarks.
Domain-specific data pipelines,
at scale
Automated pipelines that generate targeted high-signal data scoped to your domain, your tasks, and your models.
Customers ship better agents faster with Collinear.
$10M+
saved in compute through high quality agent trajectories
96%
F1 score on reliability labels used to curate high signal training data
“Since deploying Collinear, 91% of our AI-generated responses showed significant improvement, leading to faster resolutions and better customer experiences.”
"Collinear’s lab was instrumental in launching MasterClass On Call, our latest product delivering AI-powered wisdom from world’s best pros."
10k+
novel agent failures discovered across multiple languages
15%
higher conversion after optimizing with Collinear's evaluation data and sandbox — La Haus
300+
multi-domain gym tasks where frontier models score <25% pass@16
Better environments.
Better data. Better agents.
Get ahead with Collinear for better AI from development to production.
Stop launch-and-pray AI.
Simulations catch failures before your customers do.