Operations & Accountability

Operations & Accountability

Supply chain transparency, monitoring, and continuous improvement

Stage 7

Supply Chain Transparency

Overview

SPDX 3.0 standard AI & Dataset profiles with complete dependency tracking. Documents training data sources, evaluation data, licenses, security measures, and can be embedded in Open Container Initiative (OCI) artifacts for standardized AI model packaging.

In Detail

We help you with supply chain transparency that follows SPDX 3.0 standards, providing complete transparency in dependencies, data sources, licenses, and security measures. Every component is traceable and versioned, enabling standardized packaging and deployment like Docker for software.

Stage 8

Open Inference & Serving

Overview

Complete visibility into serving code, content filters, and routing logic. Open inference systems ensure transparency in how models process inputs and generate outputs, including safety mechanisms, optimization strategies, and third-party testing accreditation.

In Detail

We help you with open inference and serving that ensures complete visibility into serving code, content filters, and routing logic. Open inference systems ensure transparency in how models process inputs and generate outputs, including safety mechanisms, optimization strategies, and third-party testing accreditation.

Stage 9

Continuous Monitoring & MLOps

Overview

Model drift detection, user feedback integration, update transparency, and longitudinal tracking. AI BOM versioning ensures every release is independently auditable with transparency scores tracked over time and documented weight changes.

In Detail

We help you with continuous monitoring and MLOps that ensures complete visibility into serving code, content filters, and routing logic. Open inference systems ensure transparency in how models process inputs and generate outputs, including safety mechanisms, optimization strategies, and third-party testing accreditation.

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We co-create enterprise AI architecture, develop cutting-edge agentic AI patterns, advance LLMOps methodologies, and engineer innovative testing frameworks for next-generation AI products with our research-centric approach.

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