Building production AI that learns from every interaction.
Content intelligence, personalization, predictive analytics, and AI agentsƒ?"designed with experimentation discipline, guardrails, and MLOps rigor.
What we ship
Capabilities built for impact
Content Intelligence
LLM-powered tagging, scoring, multilingual generation, and CMS-native workflows.
Personalization
Real-time recommendations that adapt to every visitor and session context.
Predictive Analytics
Forecasting, anomaly detection, and KPI observability with explainability.
AI Agents & Automation
Retrieval-augmented copilots with human-in-the-loop guardrails and tracing.
How we deliver
From framing to reliable operations
Discover & Frame
Align on KPIs, data readiness, and the fastest path to measurable lift.
Design & Prototype
Experience, data, and model design with tight feedback from stakeholders.
Build & Validate
Ship guarded, observable AI with evaluations, feature stores, and CI/CD.
Launch & Operate
Production rollout with dashboards, runbooks, and continuous improvement.
Proof
Recent outcomes
Content performance up 38%
Multilingual content intelligence platform with LLM scoring and A/B hooks.
Retention lift of 12%
Real-time recommendations powered by embeddings and session signals.
Ops automation at scale
RAG agents orchestrating support, CRM, and warehouse systems with guardrails.
Who you work with
Senior team, hands-on delivery
Danny Liu
Founder
Applied AI leader focused on measurable lifts for content-rich products.
Kevin Kuhn
Founder
Engineering and MLOps specialist delivering durable AI systems.
Start a project
Tell us about the product, metric, or workflow you need to move.
We respond within one business day. If thereƒ?Ts a fit, we propose a lightweight discovery sprint to frame KPIs, data readiness, and the fastest path to value.