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Platforms & ecosystem

We pick what wins on your tasks, not what we resell.

Model-agnostic, cloud-agnostic, benchmarked on your data.

Clouds

Where your AI runs.

Google Cloud

Vertex AI agents, evals and Gemini deployments in production.

AWS

Bedrock agents, knowledge bases and evaluation pipelines.

Azure

Azure AI Foundry, OpenAI deployments and Teams agents.

AI platforms

Where your customers ask.

OpenAI / ChatGPT

Apps and MCP connectors so products surface in ChatGPT.

Anthropic Claude

MCP servers and agent workflows benchmarked on your tasks.

Google Gemini

Grounded assistants and AEO for Gemini answers.

Meta AI / Llama

Open-weight fine-tuning and on-prem deployment.

xAI Grok

Discoverability testing and model benchmarking.

Groq

Low-latency inference for open models in production.

Muse

Visibility testing across emerging AI assistants.

Cursor

Developer-facing MCP tools for API-first products.

Standards

Open protocols for an agent economy.

MCP

Model Context Protocol — the standard way agents call your systems.

A2A

Agent-to-agent interoperability across vendors and teams.

W3C / DIF Verifiable Credentials

Cryptographic identity for agents acting on your behalf.

Stop building technology. Start engineering results.

Start with an outcome audit. We’ll map the systems, measures and FDE pod needed to move from AI ambition to production impact.

Deploy an FDE team