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A unified workflow to test your model, find its flaws, and fix them with high-signal training data.
Assess
Find your model’s strengths - and what’s holding it back.
Surface blind spots across safety, reliability, and business performance—revealing exactly where your model excels and where it needs work.


Red-team
Expose vulnerabilities across 300+ risk categories.
Automated adversarial testing to reveal jailbreaks, compliance gaps, and sector-specific risks—mapped to OWASP LLM Top 10, EU AI Act, NIST RMF, and more.

Curate
Turn model failures into your AI improvement flywheel.
Curate high signal, policy-aligned fine-tuning data to create a
continuous loop of safer, smarter performance.


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
Case Studies
From pioneering startups to global enterprises, see how leading companies are deploying safer, more reliable AI solutions in days with Collinear AI
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Transforming Enterprise AI with Innovation and Safety
91%
of AI-generated responses showed significant improvement

Transforming LATAM Real Estate with AI-Powered Solutions
15% increase
in unique visitor-to-first-visit conversion with Collinear's Custom Sales Agent Judge
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Empowering National AI Innovation: How a Leading Research Lab Achieved Multilingual Model Excellence with Collinear
10k+ model failure modes
proactively identified across languages in pre-production
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Supercharging Enterprise AI Pipelines with Specialized Judges
Remarkable 96%
F1 score achieved
by Veritas
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.