AI Reliability for Regulated Expert Work

Know your agentic system
before and after release.

We evaluate and monitor AI systems in regulated expert work, helping teams understand failures, prioritize repairs, and verify improvement. Built for teams where a single error risks financial loss, audit failure, or regulatory fallout.

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Think of us as a teaching hospital

for AI systems. You bring us the system. We diagnose it, simulate the failure conditions, build the instruments to monitor and repair it. And then we teach your team to run it all without us.

Methodology transfers. Not managed services. Your team owns everything.

Start with one decision

An upcoming release. An expansion of what agents can do. Or even a vendor choice.

We assess the available evidence, define what acceptable performance means, and identify where testing or monitoring is needed.

You receive clear findings and a recommendation for what to do next, with an agreed scope before further work begins.

You bring us the system. We diagnose it, simulate the failure conditions, build the instruments to monitor and repair it.

And then we teach your team to run it all without us.

What's your workflow?

Built for the realities of production.

For a Big Four audit firm, we developed domain-specific evaluation and severity-based triage across multiple AI systems and successive releases, connecting technical findings to business risk and giving engineers evidence they could use to investigate and repair failures.

What our collaborators say

"Transformed how we approach agent evaluation."

"Collaborating with Reins AI was a transformative experience for agent evaluation, greatly enhancing our approach to AI solutions. Marisa and team’s expertise & innovative Gen AI strategies were invaluable."

Principal Data Scientist
Infosys
"A vital partner in making sense of a changing market."

"It was a pleasure to collaborate closely with Marisa when we researched business cases for AI safety benchmarks. Her breadth of knowledge of AI models and their application, attention to detail, and enthusiasm helped us rapidly understand a changing market at a critical time for our organization"

Product Manager, MLCommons
"A rare blend of strategic clarity and technical depth."

"Reins AI brings a rare combination of strategic clarity and technical depth. Their team approaches AI evaluation with a sharp eye for both real-world impact and long-term scalability. It's the kind of collaboration that leaves you with not just answers, but a stronger way of thinking about AI."

Senior Developer,
Infosys
"I learned more about AI on this project than all my others combined."

"I have learned so much from this project—more than all my other projects combined—and you were a big part of this. Thank you so much for all your knowledge sharing and inputs in driving the approach in the right direction whenever we got stuck."

Senior Data Scientist
KPMG
"Unprecedented commitment and cross-disciplinary expertise."

"Working with Reins AI was transformative to our existing thinking on medical AI benchmarking. The team brought in diverse expertise spanning across strategy, science and regulatory. Their commitment and professionalism were unprecedented."

Chair of Medical Working Group MLCommons
"Impressive technical knowledge and practicality."

"We were impressed with their sound and practical technical knowledge and expertise."

Executive Chairman
Swarm Intelligence
6 systems monitored in production
100s of detection methods

it's your stack.

We work above it.

Reins AI integrates with the platforms and tools your team already uses.

No new licenses. No mandatory dashboards. No custom tooling to learn.
Let's integrate
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