Newsletter #5 | Notes on Improving AI Performance

A deep dive into how leading companies are deploying AI agents reliably in production

Hi AI innovators,

Welcome to Collinear’s latest update on AI safety and improvement. We're thrilled to share some exciting customer and product updates that will help you deploy AI with confidence and control.

🚀 Collaboration Spotlight: Matillion

Collinear AI partnered with Matillion to bring AI Judges into Matillion’s data orchestration platform—empowering users to automatically evaluate and trust their GenAI–powered transformations at scale. By embedding our customizable AI Judge framework directly into Matillion’s orchestration workflows, teams can now:

- Benchmark judge models across dozens of criteria (accuracy, consistency, harmlessness) to pinpoint the best evaluator for each use case

- Automate quality gates by flagging low-confidence or off-policy outputs before they flow into production pipelines

- Reduce manual review by over 75%, slashing operational overhead for data engineering and analytics teams

- Fine-tune judges in-flight using Matillion’s built-in feedback loop—so evaluation standards evolve alongside your business goals

Read Matillion’s full blog here.

⚙️ Product Spotlight: Red Teaming

In a world where a single prompt injection can lead to legal risk or reputational damage, proactive red teaming is no longer optional. Our automated red teaming engine lets you simulate attacks, test model behavior under pressure, and prove to stakeholders that your AI is safe, compliant, and production-ready.

With Collinear’s Red Teaming Assessment you can:

• Simulate Real-World Threats at Scale
  Leverage proprietary attacker and judge models to replicate adversarial behavior your system is likely to face in production, before it becomes a headline.

• Target What Matters Most
  Test the exact conditions your customers experience: upload real user intents, configure multi-turn conversations, and mirror your live system prompt to surface hidden risks.

• Expose Vulnerabilities Before They Cost You
  Automatically identify where your model fails, whether it’s leaking sensitive information or violating safety policies, so your team can remediate proactively.

• Build Trust With Buyers, Users, and Regulators
  Generate audit-ready insights that demonstrate your model has been tested against edge cases, red-teamed for safety, and hardened for enterprise use.

⭐ Kore.ai re:imagine 2025 Feature

Our CEO, Nazneen Rajani was a keynote speaker at our customer Kore.ai’s annual conference, re:imagine 2025 in Florida. The conference dove deep into how enterprises are moving faster, smarter, and with greater intention.

🌱 Join Our Growing Team

We're expanding our team! Current openings:
* Machine Learning Engineers
* Full Stack Developer
View all open positions on our Careers page.

🤝 What's Next?

Ready to improve your AI's performance? Let's talk about how Collinear can help your team take your AI solution to production.