Load Your Operations Data
ManufactAI works with any manufacturing, operations, or business dataset
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CSV File
Comma-separated values
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Excel File
.xlsx or .xls spreadsheet
{ }
JSON File
Array of objects or nested
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SQLite Database
.db or .sqlite file
No upload
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Demo Dataset
Manufacturing defects Β· 3,240 rows
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Load New Dataset
⚠ Loading new data will reset all AI conversations and test results
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CSV
πŸ“Š
Excel
{ }
JSON
πŸ—„οΈ
SQLite
βš—οΈ
Demo
βš—οΈ demo-data 3,240 rows
6 Agents Running
No API Key
Total Records
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Avg Metric
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Worst Group
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Avg Downtime
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Anomalies
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mean + 1.5Οƒ
Avg Metric by Group
Volume vs Metric
Metric Over Time
Metric Heatmap (Dim 1 Γ— Dim 2)
⬑ Agent Insight computed from live data
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AI Query Agent
GPT-4o-mini answers questions about your data with streaming
Metric Definition Conflicts
Surface and resolve conflicting KPI calculations across teams
Defect Rate Conflict
3 teams compute the same KPI differently β€” all numbers computed from your data
Downtime % Conflict
2 teams use different averaging methods
Metric Registry β€” Certified Definitions
No canonical definitions accepted yet.
dbt Model Generator
AI-powered production-ready analytics engineering artifacts
⬑ Skill: manufacturing-analytics
Loaded from .claude/skills/manufacturing-analytics/SKILL.md
Canonical metric definitions Β· dbt templates Β· data quality tests
mart_model.sql
-- Click "Generate dbt Model" to produce a production-ready dbt SQL model
-- using the manufacturing-analytics skill and your real column names.
Data Quality Tests
Running against your live dataset
Click "Run All Tests" to validate your dataset
#TestLayerColumnAssertionRowsResult
AI Suggest Additional Tests
Enter a column name to get 3 AI-suggested data quality tests
Pipeline Inspector
Data lineage DAG β€” click nodes to inspect SQL
Node
Agent Orchestration Log
Real-time view of all agent actions, API calls, and data operations
Total Actions
0
API Calls
0
Tokens Used
0
Avg Latency
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Skills Loaded
1
TimeAgentToolActionStatusTokens/ms