Improve

Enhance AI responses using prompt optimization influenced by user feedback, alongside synthetic data generation and fine-tuning supported by robust safety metrics and analytics.

Automated red-teaming and vulnerability assessments for real-world scenarios, scaling up to handle extensive model evaluations tailored to your safety needs.

Improve

How you can benefit from Collinear's Improve

Our Improve products use post-training and prompt optimization
to fix, align, and enhance responses

Generate high quality training data

  • Reduce model training cycles, cost, and time with curated datasets
  • Curate high quality synthetic data in custom formats to improve your  model

Automate annotation

  • Eliminate the need for human annotated or labelled data with using our specialized judges
  • Scale coverage by deploying specialized judges for coherence, instruction complexity, naturalness, diversity, and instruction following
Enterprise AI Safety
Multi-lingual

Collinear Improve Judges

Enhance your model with specialized judges for coherence, instruction complexity, naturalness, diversity, and instruction following.
Coherence
Evaluates and enhances your model's ability to maintain logical flow and contextual consistency.
Instruction complexity
Measures how effectively your model handles multi-step instructions and nuanced user requests.
Naturalness
Assesses your model's ability to produce human-like responses with appropriate tone and style.
Diversity
Tests your model's performance across edge cases and underrepresented scenarios.
Instruction following
Gauges your model's precision in executing specific user directives as requested.
Customers

Case Studies

From pioneering startups to global enterprises, see how leading companies are deploying safer, more reliable AI solutions in days with Collinear AI

Transforming Enterprise AI with Innovation and Safety

91%

of AI-generated responses showed significant improvement

View case study

Transforming LATAM Real Estate with AI-Powered Solutions

15% increase

in unique visitor-to-first-visit conversion with Collinear's Custom Sales Agent Judge

View case study

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

View case study
Products

Learn more about

Assess

Automated red-teaming and vulnerability assessments for real-world scenarios, scaling up to handle extensive model evaluations tailored to your safety needs.

Learn More

Red-team

One-click adversarial testing across 300+ mapped risks. Built to surface policy breaches and domain-specific failures your team actually cares about, before they become real-world incidents

Learn More

Improve

Enhance AI responses using prompt optimization influenced by user feedback, alongside synthetic data generation and fine-tuning supported by robust safety metrics and analytics.

Learn More
FAQs

Get answers to
common questions

Can Collinear AI be deployed on-premise?

Yes, Collinear AI offers flexible deployment options tailored to meet the security and operational requirements of our customers. Our platform can be deployed on-premise, allowing enterprises full control over their data and compliance with strict data residency regulations. This option ensures that all interactions and data processing occur within the client's own IT environment.

How customizable are the datasets I generate?

Extremely - you control the target size (from hundreds to tens of thousands of examples), the processing quality and the diversity level (from conservative to highly creative). Plus, you pick which curation dimensions matter most: correctness, coherence, diversity, instruction following, or complexity.

How does Collinear AI support customization for specialized needs?

Collinear AI supports extensive customization through our modular AI Judges and Weaver synthetic data platform, which can be tailored to specific industry challenges or operational goals. Our team works closely with clients to understand their unique needs and configures the AI system to integrate seamlessly with existing workflows and systems, providing a truly bespoke AI solution.