Applied AI

Turn AI-ready data into intelligence that works.

The demo works.

Production is where it breaks.

 

Most models never leave the notebook – accurate in a test, brittle in the real world. Applied AI is about building intelligence that survives contact with production: grounded in your data, evaluated before it ships, integrated with your systems, and monitored in run.

 

Production-grade AI built on your data – from forecasting and document AI to copilots and generative –  engineered to work in the flow of your business, with your people in control.

WHAT WE BUILD?

Four patterns, one intelligence layer.

 

Applied AI takes four core forms, each designed around how intelligence is used across your business.

Perceive & Extract

Turn unstructured inputs — documents, images, voice — into structured, usable data.
Architecture
Vision / OCR / ASR → LLM extraction → schema
Example
Invoice & PO extraction, claims processing, catalogue enrichment.

Predict & Optimise

Forecast, classify, score, detect, recommend and optimise — the decisions that run operations.
Architecture
Feature store → model → batch / real-time scoring
Example
Demand forecasting & replenishment, anomaly & fraud detection, recommendations.

Converse & Retrieve

Grounded Q&A, enterprise search and copilots over your own content.
Architecture
Embeddings → vector store → retriever → LLM
Example
Enterprise search, staff & customer assistants, product finders.

Generate

Create net-new content and code, within brand and quality guardrails.
Architecture
LLM + brand & quality guardrails
Example
Product descriptions, campaign content, coding assistance.

Our offerings

SmartOSC helps validate, accelerate and operationalise every pattern.

SmartOSC

AI Assurance Accelerator (Tin.AI)

Validate RAG and conversational solutions against golden datasets and evaluation frameworks before they scale.
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SmartOSC

Templates & Prompt Libraries

Reusable pattern blueprints and prompt libraries to accelerate solution design and development.
SmartOSC

Connectors, Ontology & Data-for-AI

Integration library and business ontology on your.
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SmartOSC

FDE Services

Embedded engineers who work alongside your teams to accelerate the path from build to production.

Why SmartOSC? 

Anyone can build a demo. We build for production.

Production-grade AI requires more than a capable model. It requires the right architecture, evidence of quality and operational discipline.

Model-agnostic & Open

Choose the right model and architecture for each use case - without unnecessary vendor lock-in.

Eval-backed quality

Measure quality before deployment with golden datasets and evaluation frameworks, so performance is evidenced, not assumed.

Grounded in your data

Build intelligence around your enterprise data and content, so outputs reflect your business context.

Integrated, Monitored & Owned

Connect AI to the systems where work happens, with LLMOps and MLOps supporting performance, drift and cost in production.

Embedded delivery

Our FDE engineers work within your environment, taking solutions from validation and pilot through to production.

Full-stack expertise

From data foundations to applied intelligence and agentic workflows, one team connects the layers end to end.
Team Member

From Assist to Act with Applied AI and Agentic AI

Applied AI brings intelligence into the work your people already do — perceiving, predicting, retrieving and generating with human oversight.

When those capabilities are connected into autonomous workflows, they become Agentic AI: systems that can execute processes end to end.

More about Agentic AI

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