GROUNDED KNOWLEDGEILLUSTRATIVE SYSTEM VIEW
Intelligence / LLM engineering
Your knowledge. In the flow of work.
Create grounded assistants, retrieval systems and language interfaces for complex enterprise information.
Discuss your challengeGROUNDED KNOWLEDGEILLUSTRATIVE SYSTEM VIEW
THE BUSINESS CONTEXT
Start with the problem
worth solving.
Knowledge is often distributed across documents, applications and teams. A language interface must preserve source permissions and make uncertainty visible.
WHERE WE FOCUS
Specialist capabilities.
Connected delivery.
01
DIGITAL PLATFORM ENGINEERINGILLUSTRATIVE SYSTEM VIEW
Enterprise copilots & assistants
DIGITAL PLATFORM ENGINEERINGILLUSTRATIVE SYSTEM VIEW
Model evaluation & optimization
Each engagement defines scope, integrations, deliverables and acceptance criteria before implementation.
THE SYSTEM VIEW
Built to work together.
A reference flow for llm engineering.
REFERENCE ARCHITECTURECONNECTED BY DESIGN
- 01Approved sources
- 02Index & permissions
- 03Retrieval & generation
- 04Citations & feedback
Conceptual system flow · Final architecture follows discovery.
Governance is an engineering decision.
Access controls must travel with retrieved content. We define source freshness, evaluation datasets, abstention rules and safeguards against untrusted instructions.
DELIVERY
A clear path to production.
Discover
Define the business problem, users, constraints and evidence of success.
Problem statement & scopeBlueprint
Connect architecture, journeys, integration boundaries and priorities.
Architecture & delivery planEngineer
Build reviewable increments with visible decisions and demonstrations.
Product increments & documentationValidate
Test journeys, behavior and readiness against agreed criteria.
Acceptance & release evidenceEvolve
Use operational feedback to guide the next useful improvement.
Support model & roadmapQuestions worth asking.
How do we start a llm engineering engagement?
We begin with the workflow and the systems involved. Discovery establishes priorities, constraints, integration ownership and a reviewable delivery plan.
Can you integrate with our existing systems?
Integration is scoped around interfaces, access boundaries and operational constraints. We examine approved sources, index & permissions, retrieval & generation and their dependencies before implementation.
What determines timeline and investment?
Scope, data readiness, interface access and assurance requirements drive the plan. We agree an initial delivery boundary and provide a proposal after understanding those factors.
KEEP EXPLORING
Connected expertise.
AGENT ORCHESTRATIONILLUSTRATIVE SYSTEM VIEW
Intelligence
Artificial intelligence
Move from isolated experiments to useful AI products, decision support and operational intelligence.
AGENT ORCHESTRATIONILLUSTRATIVE SYSTEM VIEW
Intelligence
Agentic AI
Build agents that coordinate tools, people and enterprise workflows within clear operational boundaries.
AGENT ORCHESTRATIONILLUSTRATIVE SYSTEM VIEW
Intelligence
AI agents & copilots
Purpose-built agents for knowledge work, customer operations and connected enterprise workflows.