kategos
AI Implementation

Transform data into intelligent, compliant AI assets.

Our engineers prepare and clean your data, select the most suitable large language models — custom, hybrid, or off-the-shelf — and enforce safety, compliance, and observability from day one. We monitor performance and fine-tune the assets so AI initiatives become measurable, scalable, and responsible business capabilities.

Capabilities

Best-in-class data & LLM engineering.

Two interlocking workstreams. The first turns raw data into a foundation models can stand on. The second keeps the resulting system safe, observable, and improving in production.

Data & model engineering

  • Data Collection & Integration
  • Data Cleaning & Enrichment
  • Feature Engineering
  • Model Selection & Training
  • ROI Alignment Review

Quality, safety & operations

  • Safety & Compliance
  • Bias Detection & Mitigation
  • Observability & Monitoring
  • Continuous Retraining
  • Hyperparameter Tuning
Applications

Applications for strategic innovation.

Four engineered patterns we deploy most often. Each is a complete system — data flow, model selection, governance, and measurement — not a bare model behind an API.

Customer experience
Eval-gated

Customer Support LLM

Reads tickets, chat logs, and emails. Drafts context-aware responses anchored in your knowledge base and approved tone. Human-in-the-loop until the eval suite says it's safe to send without one.

Risk & compliance
Cited

Document Summarization & Compliance

Reads contracts, policies, and reports. Summarises the key points and flags regulatory risk with citations that link back to the exact source clause — never a hallucinated reference.

Revenue intelligence
Auditable

Market & Sales Analytics Engine

Analyses internal pipeline and external market signals. Produces forecasts and anomaly alerts your revenue team can act on, with the underlying model logic visible to the analysts who own the numbers.

Growth & engagement
Reversible

Product Recommendation & Personalization AI

Generates personalised product placements and content in real time. Tunes to user signals while respecting privacy boundaries — every model decision is reversible and reviewable.

Ready to engineer your AI assets?

Tell us what you have. We will make it possible.