LIVE SIMULATOR
Try the Live Interactive Demo
Select a target column OfferDiscount and click Train & Analyze to simulate local WebGPU model training in Google Sheets.
CRM_Customer_Discount_Calibrated.csv
| A | B | C | D | E | F | G | H | I | |
|---|---|---|---|---|---|---|---|---|---|
| CLV | Segment | ContractMonths | ActivityScore | SupportTickets | Industry | AutoRenewal | OfferDiscount | Carla Pred | |
| 2 | High | Enterprise | 24 | 85 | 1 | SaaS | Yes | Yes | - |
| 3 | Mid | SMB | 12 | 40 | 5 | Retail | No | No | - |
| 4 | High | Enterprise | 36 | 92 | 0 | FinTech | Yes | Yes | - |
| 5 | Low | SMB | 6 | 20 | 8 | Health | No | No | - |
| 6 | Mid | Enterprise | 18 | 65 | 3 | SaaS | Yes | Yes | - |
| 7 | Low | SMB | 3 | 15 | 12 | Retail | No | No | - |
| 8 | High | SMB | 24 | 78 | 1 | SaaS | Yes | Yes | - |
| 9 | Mid | SMB | 12 | 55 | 2 | FinTech | Yes | No | - |
EXPLAINABLE AI
SHAP Feature Attribution
Calculates how much each column contributes to the prediction using local cooperative game theory weights.
Awaiting local model calibration...
Click Train & Analyze in the sidebar to run WebGPU inference and generate SHAP importance.Global Feature Importance (OfferDiscount) Pushes Higher Pushes Lower
MCP PIPELINE INTEGRATION
Orchestrate Autonomous Agents
Exposing sheet models to basic chat is just the beginning. The real power is connecting your model to autonomous agent loops (like background operations or decision-making pipelines) via MCP. Click a prompt below to see how an automated agent uses your uploaded models to run predictions on incoming profile data.
Claude Desktop • Connected to Carla HQ MCP
Select a query to send to Claude: