Curated RL Gym
for Frontier AI
Collinear powers leading AI labs and F500 enterprise AI with curated post-training datasets and RL environments, accelerating model improvement by trimming training time and cost.
High signal data and environments for evaluation and post-training
Datasets
for evals and post-training
Our data recipes ensure each data pack is license-verified, difficulty-balanced, and policy-filtered, ready to integrate directly into your training stack.
RL Environments
for training
Our pre-built sandbox environments of common enterprise software enable you to safely train and evaluate agents on realistic workflows before they touch production.
A huge thank you to my incredible team for making this possible and to our partners Collinear AI for the amazing collaboration."
From simulation to
improvement in three steps.
Simulate
Your Gen AI App
Analyze
Improve
Better data and environments
beat bigger models.
Collinear’s simulation-generated datasets deliver higher signal, faster learning, and consistent gains in accuracy, reasoning, and safety.
Manual Data
Smarter Training, Better Models
Customers ship better models faster with Collinear.
See how leading enterprises get to deployment
with confidence, control and trust.
$10M+
saved in compute spend through targeted data curation
96%
F1 score achieved by Collinear reliability judge
“Our partnership with Collinear is already driving business results. 91% of AI-generated responses showed significant improvement, leading to faster resolutions and better customer experiences.”
"Collinear’s quality judges were instrumental in launching MasterClass On Call, our latest product delivering AI-powered wisdom from world’s best pros."
10k+
multi-lingual novel jailbreak modes discovered
15% increase
in unique visitor-to-first-visit conversion with Collinear's Custom Sales Agent Judge
Ship smarter models, not bigger ones.
Collinear generates the high signal evaluation datasets and RL environments that make every release stronger.
Get answers to
common questions
Yes. Collinear works with any model, whether you're using proprietary APIs, open weight models, or custom fine-tunes.
No. Collinear evaluates outputs, not weights or training sets. You stay in control of your models and data at all times.
Absolutely. You can use our built-in Judges and red-teaming libraries, or customize them with your own rules and risk categories.
Most teams see clear insights within days, especially with our guided trials and baseline safety assessments.
Yes. We support flexible deployment models, including VPC-hosted, air gapped, and fully on-premise setups to meet enterprise security requirements.
Stop launch-and-pray AI.
Simulations catch failures before your customers do.