Where Insight Meets Execution

Proven impact through our case studies and research showcasing the enterprise AI systems we design, deploy, and scale.

Research | Our team has published at NeurIPS, ICML, NASA and more.

Research on robust multilingual speech representations trained on large-scale, real-world web audio.

Speech in the Wild

800K+ hours. 73 languages. 3 tasks.

Factored ICLR 2026 paper shows reasoning failure rates across frontier AI models.

Architecting Trust in AI Agents

91% completion, reasoning still fails

Factored and Oxford Advance Medical LLM Safety with Real-World Evaluation

Medical LLMs: Real-World Risks

1,298-person study reveals reliability gaps

Our POV | Sharing our best practices

Shadow AI and enterprise agent security infrastructure controls

Shadow AI: Control Gaps Exposed

82% Have Unknown AI Agents

LLM-as-a-Judge quality evaluation architecture on Databricks

Scale AI Quality with LLM Judges

Reprocessing Requests Cut 50%+

Argus self-service data access workflow with Databricks Apps and Unity Catalog

Argus: Self-Service Data Access

Governance Without the Bottleneck

Case Studies | Accelerating data maturity and AI across industries.

Enterprise GenAI platform for rapid product concept generation and validation

Rapid Product Testing at Scale

Deployed Across The Globe

Engineer validating AI-generated code and documentation after identifying hallucinated technical explanations during code review.

AI Hallucinations

Stop False AI Reasoning in Production

Incident management dashboard with AI assistant helping engineering teams coordinate response and restore critical services.

AI for Major Incidents

Cut Response Time And Protect SLAs

Forward Deployed Engineering.
In Your Environment.
In Your Time Zone.

Inside your standups, architecture decisions, workflows, and production environments

We build on your stack, for your business

1,000’s of AI & Data engagements across complex production environments

Discuss Your Challenge