TakeShape

A data-first agent builder and runtime that connects, transforms, and activates fragmented enterprise data trapped across platforms such as Shopify, Salesforce, Stripe and Zendesk to enable AI agents with unified, indexed data. It sells to developers, data and IT teams in enterprises that need to build and operate AI agents on business data. It is positioned as a unified approach that replaces brittle point-to-point integrations with a universal connector, normalized data model, and multi-LLM orchestration with governance and observability.

Key features

• Universal API connector for REST and GraphQL
• Data pipeline mapping and normalization
• Combined data model across sources
• Indexed and vectorized semantic search
• Contextual discovery and RAG
• Multi-LLM agent orchestration
• Specialized agents with function calling
• GraphQL and MCP endpoints with governance
• Runtime monitoring with OpenTelemetry
• Observability and tracing for agents