2026In progress
Practical model evaluation
Developing repeatable ways to compare quality, reliability and cost for real customer workflows.
Research
NodeMantra Labs — pushing the frontier of applied AI automation.
As a bootstrapped startup, we explore focused questions in model quality, controllability, efficiency and safety, then apply what works to practical products.
Current work
What we are exploring.
2026Exploration
On-brand AI conversations
Testing lightweight approaches that keep chatbot and agent replies consistent with a customer's tone, policies and brand voice.
2025Foundation
Safer AI workflows
Establishing responsible review and moderation practices for the products and client solutions we build.
Research focus
Four questions we care about.
Controllability
How do we let businesses steer agent tone, behavior and guardrails without losing reliability?
Efficiency
Smaller, faster, cheaper inference — without giving up answer quality.
Safety & IP
Building AI systems that respect data privacy, trademarks and consent.
Evaluation
Better metrics for what humans actually consider a 'good' agent response.
Want to collaborate?
We work with academic labs, independent researchers and partner companies.
Get in touch