Ship AI with Confidence. Architect Your Evaluation Framework.
Move past the demo phase. We design the automated evaluation pipelines and human-in-the-loop workflows engineering teams need to build reliable, production-ready AI.
Stop Guessing. Start Measuring.
Most AI teams struggle with prompt drift, inconsistent training data, and a lack of clear metrics. We don’t provide outsourced labeling; we provide the strategic architecture that allows your internal team to ship safely and at scale.
Engineering-First Advisory
15+ Years of Expertise
Built human-in-the-loop systems for Yahoo (Search, Ads, Shopping) and scaled global data operations from the ground up.
Code, Not Just Slides
We deliver execution-ready blueprints, automated testing scripts, and operational runbooks.
Privacy First
We perform technical audits locally or within your private cloud using open-source tools like Ollama, ensuring your data never leaves your environment.
Strategic Advisory Packages
Services Catalog // v2024.1The Evals Architecture Blueprint
Stop manual testing. We architect automated evaluation pipelines using frameworks like Promptfoo, DeepEval, or Ragas.
Human-in-the-Loop Workflow Design
We design the high-fidelity annotation and RLHF frameworks required for gold-standard benchmarks.
LLM Red-Teaming & Safety Audit
Identify vulnerabilities, hallucinations, and safety gaps before public deployment.
Our methodology relies on a 100% Open-Source Tech Stack, ensuring you maintain full ownership of your evaluation infrastructure without vendor lock-in.
Audit Tools
- Ragas
- DeepEval
- Promptfoo
Local Execution
- Ollama (Secure Local)
- Private Cloud Testing
Quality Metrics
- Cohen’s Kappa
- Krippendorff’s Alpha
Ready to scale your AI evaluation?
Don’t let bad data or 'vibe-based' testing stall your roadmap. Let's build a framework that guarantees reliability.
Led by Karthik Vasudevan | Founder & Principal Consultant