LLM CONSULTING
LLM consulting for reliable workflows in production
CT Labs designs and supports LLM systems that perform consistently in real operations. We focus on evaluation, routing, governance, and deployment readiness for AI, agentic, and multimodal workflows.
Workflow design
Define tasks, inputs, outputs, and acceptance criteria for AI workflows.
Retrieval and context strategy
Data selection, indexing approach, access controls, and response grounding.
Orchestration and tools
Tool-use patterns and agentic workflow design for tasks that require multi-step execution.
Evaluation harness
Gold sets, automated scoring, human review loops, and regression testing.
Routing and cost control
Multi-model consulting strategies to balance quality, latency, and spend.
Multi-modal consulting
Design for workflows that combine text and vision, including document inputs and validation.
Workflow specifications and acceptance criteria
Retrieval and context design
Prompt and tool orchestration patterns
Evaluation metrics and test harness plan
Routing plan for multi-model systems
Governance and access recommendations
Deployment readiness plan and rollout sequence
Customer operations copilots connected to ticketing and knowledge systems
Internal knowledge workflows across docs and tools
Document processing pipelines using multi-modal consulting
Sales support workflows connected to CRM and communication tools
Agentic workflows for approvals, research, and multi-step task execution
GET STARTED
Bring LLM workflows into production with confidence
Share your workflow goals, data sources, and integrations. CT Labs replies with a scoped approach and recommended next step.
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