C3 AI Demand Planning vs Comet

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.

Comet offers two product families on one platform: Opik for observing and evaluating LLM applications and agents, and MLOps for machine-learning workflows. Opik traces execution paths such as context retrieval, model responses and tool calls. Its evaluation tools include test suites, datasets, experiments, LLM-as-a-judge and heuristic metrics. The product lists integrations with more than 40 AI frameworks, model providers and gateways, including LangChain, OpenAI, Google ADK, LangGraph and CrewAI; OpenTelemetry support covers tracking applications in Ruby, Java and other languages. MLOps provides experiment tracking, dataset management, a model registry and production monitoring. Opik's open-source version can be self-hosted, and Enterprise offers flexible deployment options. Free Cloud allows up to 10 team members, 25k spans per month and 60-day data retention. Pro Cloud costs $19 a month and allows up to 50 team members and 100k spans monthly, with the same retention period. MLOps Free is also listed, while MLOps Pro costs $19 per user/month. Enterprise pricing is custom. Comet lists community support for all plans, email support for paid cloud Pro and Enterprise, and dedicated support and SLAs for Enterprise.