LLM Integration and Orchestration
API integration, controlled tool use, retrieval pipelines (RAG), workflow orchestration and guardrails. Deliverables typically include architecture blueprints, integration adapters, evaluation suites and runbooks.
// RAG PIPELINE DIAGRAM_v2
DATA_SOURCE -> EMBEDDING_NODE -> VECTOR_DB_LENS
PROMPT_ORCHESTRATOR -> TOOL_INVOCATION_GATE
RESPONSE -> GUARDRAIL_VAL_04 -> FINAL_OUTPUT
In Practice
- Complex tool-use boundaries in legacy ERPs
- Multi-step reasoning chains for document analysis
- Fail-safe logic for model hallucination detection
- Deterministic fallback to human operators
Operational Signals
- [SYNC] Token efficiency metrics
- [LOG] Guardrail hit latency (ms)
- [AUDIT] Tool invocation trace logs
- [STATUS] RAG retrieval accuracy %
Workflow Automation
Automation of high-volume knowledge work, including intake triage, routing, summarisation and structured extraction, with defined human review points where risk is higher.
Typical Deliverables
- Automated triage logic for ticketing systems
- Structured data extraction from unstructured PDFs
- Context-aware summarization for handovers
- Risk-tiered routing protocols
Operational Signals
- Throughput (items/hr)
- Human Review Trigger Rate %
- Latency: Intake to Output (s)
- Extraction F1 Score
Software Development Enablement
LLM-supported code assistance integrated into SDLC, including test generation, documentation and incident summaries, with strict data handling and repository controls.
Test Coverage Delta: +12%
Data Masking: Verified (On-Prem)
In Practice
- Automated PR documentation and change logs
- Synthesized test cases for legacy codebase
- On-premise secure model endpoints
- Repository-wide architectural alignment checks
Operational Signals
- Code attribution logs
- PII/Secret scanning hit rate
- Developer cycle time delta
- Documentation freshness score
Manufacturing and Operations Support
Assistive systems for technicians and supervisors, including SOP navigation, maintenance guidance, shift handover summaries and structured reporting. Designed for role-based access and operational constraints.
Access Matrix
Typical Deliverables
- Voice-to-SOP technician assistants
- Shift transition auto-summarizers
- Legacy manual digitisation and indexing
- Offline-first mobile support nodes
Operational Signals
- Mean time to resolution (MTTR)
- SOP retrieval relevance score
- User feedback (Thumbs Up/Down)
- Node connectivity uptime
Governance and Evaluation
Model inventory, risk tiering, acceptance criteria, monitoring regimes and evidence trails. Controls are mapped to client policy and use case risk. Reference: “S4 (NIST AI RMF 1.0)”
Audit Outputs
- Model drift and toxicity report cards
- Input/Output immutable trace logs
- Acceptance criteria evidence logs
- Policy alignment certification
Operational Signals
- Change approval latency (hrs)
- Critical guardrail alerts (count)
- Compliance artifact density
- Bias detection frequency