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Axionbay

Precision in Engineering. Building reliable digital systems for ambitious businesses.

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All Capabilities
Capability / 06

Applied AI and Automation

Private AI workflows, retrieval systems, agentic tools, and automation controls for high-stakes operations.

Best Fit

  • Document-heavy operations
  • Support, compliance, and knowledge workflows
  • Teams that need AI outputs they can audit and improve

Capability Overview

We build AI systems that can be inspected and governed. Instead of opaque prompts scattered through operations, we design retrieval, evaluation, tool use, review checkpoints, and observability into the workflow from the beginning.

Focus Areas

The work behind the capability.

LLM Orchestration

  • Multi-agent workflow design
  • Tool-calling guardrails
  • Evaluation and regression suites

Retrieval Systems

  • Private knowledge retrieval
  • Vector database architecture
  • Grounded response pipelines

Deterministic Controls

  • Constrained generation
  • Human review checkpoints
  • Output quality monitoring

Data Sovereignty

  • Private infrastructure
  • Access-control boundaries
  • Audit-ready observability
Deliverables
  • AI workflow architecture
  • Retrieval and automation pipelines
  • Evaluation harness and quality metrics
  • Governance, review, and observability documentation
Engagement Shape
  • Workflow audit and automation candidate selection
  • Data boundary and retrieval design
  • Prototype with measurable evaluation criteria
  • Production deployment with monitoring
Common Stack
OpenAIAzure OpenAIVector databasesRAGAgentsWorkflow queuesEvaluation suitesObservability
Start Here

Shape this capability around your system.

Share the current product, architecture, or operational bottleneck. We will map the right delivery shape and identify what should be designed before the first implementation sprint.

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