C3 AI Demand Planning vs TrueFoundry AI Gateway

C3 AI Demand Planning helps demand planners and business leaders create forecasts across levels of detail and changing market conditions, then align teams around one demand plan. Continuously learning AI models forecast across time horizons, including new products and sparse or intermittent demand, while reconciling top-down and bottom-up forecasts without manual tuning. The application combines ERP and enterprise data with market indices, weather, and geopolitical inputs. Forecasts include model rationale and SHAP feature drivers in an evidence package for explanation and auditability. Intelligent agents support what-if planning by detecting anomalies and incorporating news feeds, macroeconomic indices, and market events. Bi-directional ERP and planning integrations support automated and human-in-the-loop workflows. Deployment can be C3 AI-managed or customer-managed on AWS, Microsoft Azure, or Google Cloud Platform. Security includes role-based access, SAML 2.0 or OIDC single sign-on, and OAuth 2.0 authorization. Pricing is available on request.

TrueFoundry AI Gateway sits between applications and model providers to manage model access, routing, governance, observability, security, and cost controls. Its unified API supports chat, completion, embedding, and reranking models. TrueFoundry says the gateway connects to more than 1,000 LLMs across more than 35 platforms, including OpenAI, AWS Bedrock, Google Vertex AI, Azure OpenAI, and Anthropic. Routing options include latency-based selection, weighted load balancing, and automatic fallbacks. The service tracks token usage, latency, errors, and request volumes, and supports centrally stored request and response logs. Teams can set rate limits and cost or token quotas, with role-based access controls. MCP connections include tools such as Slack, GitHub, Confluence, and Datadog, with policies for tool calls. Deployment includes SaaS, with VPC, on-premises, and air-gapped options for Enterprise. Developer is free; Pro costs $25 a month, billed per user. Developer includes 10,000 requests per user monthly, while Pro includes 20,000 and charges $20 per additional 100,000 requests.