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LLM and RAG Integration

Choose the right LLM approach and integrate it without creating operational noise.

Cooper Consult helps clients evaluate providers, design practical workflows, and build the controls needed for language-model systems to operate inside real business processes.

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Typical workstreamsProvider evaluation, pilots, architecture, controls
Common constraintToo many options and unclear tradeoffs around risk and integration
Primary outcomeA clearer and more defensible path for LLM-enabled workflows
Workstreams

What this service usually covers.

Keep the work close to the use case, the data boundary, and the review model that will actually govern adoption.

Vendor and model evaluation

Compare providers and model classes in a way that reflects the real use case and operating environment.

  • Assess provider fit, access model, and cost shape
  • Compare hosted, enterprise, and custom options
  • Clarify where general-purpose tools are sufficient and where they are not

Proof-of-concept and pilot builds

Test the workflow that matters, not a generic demo that proves very little.

  • Define a narrow but meaningful pilot scope
  • Evaluate output usefulness, review load, and risk
  • Translate pilot results into go, no-go, or redesign decisions

Integration and operations architecture

Move from isolated prompting to workflows that can sit inside real business processes.

  • Design retrieval, orchestration, and integration patterns
  • Plan data boundaries, human review points, and service handoffs
  • Shape the path from prototype to repeatable usage

Security and compliance framework

LLM adoption needs to align with privacy, retention, IP, and access-control expectations from the start.

  • Clarify permitted data usage and boundaries
  • Define governance controls for prompts, outputs, and logs
  • Position the system for internal policy and stakeholder review
How this work is usually structured

Start with the use case and operating constraint, validate the workflow with a pilot, then decide whether to scale, redesign, or stop.

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Next Step

Bring the workflow, control issue, or delivery constraint behind the use case.

We can shape the right next move from there.

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