Technology Ecosystem
Vendor-neutral by design.
We design around your requirements, data boundaries, and existing technology stack — not around any single vendor. The categories below describe the technology ecosystem we architect within: systems we can integrate with, not partnerships we claim.
Foundation models
We build model-agnostic architectures that can route work to the model best suited to each task — and switch providers as capability, cost, and compliance needs evolve. Model choice is an engineering decision made per workflow, not a loyalty program.
Cloud platforms
Workflows deploy where your infrastructure already lives. We design for the major cloud environments and for hybrid setups where sensitive data must remain in specific boundaries.
CRM & ERP systems
Systems of record are where AI creates operational value. We design integrations with platforms such as Salesforce, HubSpot, SAP, and NetSuite through their supported APIs, so agents work with real, current business data.
Productivity platforms
Work happens in email, documents, spreadsheets, and chat. We connect workflows to environments like Microsoft 365, Google Workspace, and Slack so automation meets your teams where they already are.
Knowledge systems
Document stores, wikis, and intranets become usable AI context when access is scoped and content is indexed properly. We design retrieval that cites sources and respects permissions.
Automation platforms
Where existing automation or iPaaS tools are in place, we build with them rather than around them — adding AI reasoning to flows you already trust.
Databases & warehouses
Reliable automation needs reliable data. We integrate with relational databases and analytics warehouses through governed, read-scoped or write-scoped access as each workflow requires.
APIs & custom systems
Internal tools and industry-specific software join the workflow through custom connectors. If it has an API — or even a structured export — it can usually participate.
Security & identity
Agent permissions align with your identity provider and role model. Access is least-privilege, actions are logged, and audit requirements are designed in from the start.
A note on names: product names above identify systems we can design integrations for via their publicly supported interfaces. They do not imply certification, endorsement, or formal partnership with those vendors. All trademarks belong to their respective owners.
Bring your stack. We’ll bring the architecture.
Tell us what you run today, and an Architecture Review will show you how AI fits into it — safely.