Under the hood

Technology built for production, not demos.

A model- and cloud-agnostic stack — chosen for reliability, security, and the ability to swap components as the ecosystem moves, without rebuilding what you already shipped.

AI systems architecture
The stack

Our enterprise AI stack

Model- and cloud-agnostic, so the right tool is always available.

Language Models icon
Language Models
Anthropic ClaudeOpenAI GPT-5.xGoogle GeminiMeta LlamaAWS NovaQwen
Agents and Orchestration icon
Agents & Orchestration
LangChainLangGraphMCPAWS BedrockSageMakerAmazon Q
Vision and Speech icon
Vision & Speech
Vision TransformerYOLOv11OpenCVWhisperAmazon PollyPiper TTS
Platforms icon
Platforms
Azure AI FoundryAzure OpenAIGoogle VertexNVIDIA AI Enterprise
Application icon
Application
PythonFastAPIReactReact NativeAWS ServerlessAmazon Connect
Evaluation and Quality icon
Evaluation & Quality
LangSmithDeepEvalRagasPromptFoo
How it fits together

From request to result, every layer accounted for.

A consistent path from input to governed output — regardless of which models or clouds sit underneath.

STEP 01
Ingest and route icon

Ingest & route

Requests are validated and routed to the right model or agent.

STEP 02
Orchestrate icon

Orchestrate

Agents plan, call tools, and coordinate multi-step work.

STEP 03
Evaluate icon

Evaluate

Every output is scored and checked before it ships.

STEP 04
Govern and deliver icon

Govern & deliver

Guardrails, logging, and access control wrap the result.

Let's build

Ready to move from pilot to production?

Tell us where you're stuck. We'll map the path.

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