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Max AI Guide


Max AI is MachineMetrics' intelligence layer — ask questions about your shop in plain language and get answers drawn from real-time machine data, ERP records, and your own documentation. Max connects these sources to deliver insight and guidance that aligns teams and preserves hard-won expertise.


1. What is Max AI?​

Max AI addresses the execution gap — the disconnect between production plans and shop floor reality. While plans assume smooth operations, the reality includes machine breakdowns, long setups, late materials, and tribal knowledge that overrides system logic.

Max AI bridges this gap by:

  • Connecting real-time data from machines, ERP, and documentation
  • Unifying data into a structured model AI can understand
  • Answering questions and surfacing analysis that would otherwise take hours to assemble

Key Capabilities​

CapabilityDescription
Chat with Your DataAsk questions in natural language and get instant answers from real-time data, ERP records, and tribal knowledge
Instant VisualsGenerate reports, charts, and downtime breakdowns on demand — no manual building required
Knowledge on DemandSearch your Knowledge Hub — SOPs, setup procedures, and troubleshooting guides — from the same conversation

2. Accessing Max AI​

From Any Page​

  1. Click the Max AI icon in the navigation bar (typically bottom-right or top-right)
  2. The Max AI chat panel opens
  3. Type your question or request

Max AI slide-out panel open alongside the Company Dashboard, showing an OEE analysis response

Keyboard Shortcut​

  • Press Ctrl + K (Windows) or Cmd + K (Mac) to open Max AI from anywhere in the platform

3. What Max Can Help With​

Max is a manufacturing data specialist and MachineMetrics platform expert. It answers questions about your production data and your documentation, and it builds visuals on request. It does not take actions on your behalf.

Analysis and Insight​

AreaWhat you can ask about
BottlenecksWhere production is constrained right now, and which machines contribute most
DowntimeTop reasons, trends, and how they compare across machines, shifts, or time periods
Setup and cycle timesHow setup and cycle times vary, and where they deviate from expectation
Delivery riskWhich jobs are tracking behind, based on current progress against due dates
Shift and group comparisonsHow shifts, cells, or machine groups compare over a period you choose
Utilization and OEEOEE and its components, broken down the way you ask for it

Platform Help​

Max is also a platform expert. Ask how a feature works, how a metric is calculated, or how to find something in MachineMetrics.

Example Prompts​

"What are the top 5 causes of downtime this week?"
"Show me setup time trends for CNC Mill 3 over the last month"
"Which jobs are at risk of being late?"
"Compare shift performance for the past 7 days"
"What's causing the longest cycle times on operation 12345?"
"How is OEE calculated in MachineMetrics?"
What Max does not do

Max answers questions and creates visuals. It does not change machine settings, modify jobs or schedules, write to your ERP, or configure automations. To automate responses to shop floor events, see the Automations & Workflows Guide — those are rules you configure yourself.


4. Chat with Your Data​

Max AI understands both the question and the context. Whether you're on the floor or in a meeting, get instant answers pulled from real-time data, ERP records, and tribal knowledge.

How It Works​

  1. Ask a Question — Type in natural language
  2. Max Interprets — Understands intent and context
  3. Data Retrieved — Pulls from machines, ERP, Knowledge Hub
  4. Answer Delivered — Clear response with supporting data

Question Types​

Production Questions:

"What's the current utilization across all machines?"
"How many parts did we make yesterday?"
"Which machines are currently down?"
"What's the OEE for Mill 5 this week?"

Analysis Questions:

"Why did OEE drop on Tuesday?"
"What's causing scrap on operation 7890?"
"Show me the trend of downtime for the past 30 days"
"Compare performance between first and second shift"

Guidance Questions:

"How do I read the OEE breakdown on my dashboard?"
"What's the best way to configure cycle time goals?"
"How do I add a widget to my dashboard?"

Tips for Better Results​

DoDon't
Be specific about time rangesUse vague timeframes
Name specific machines or operationsAssume Max knows what you're looking at
Ask one question at a timeCombine multiple unrelated questions
Include context (shift, machine group)Leave out relevant filters

Good Example:

"What were the top 3 downtime reasons for CNC Cell A during first shift last week?"

Less Effective:

"Why is downtime bad?"

5. Instant Visuals​

Need a shift summary or downtime breakdown? Just ask. Max AI builds reports in seconds, complete with visuals, trends, and root cause insights.

Max AI fullscreen view showing a detailed shop-wide OEE breakdown with machine performance table

Generating Charts and Reports​

Example Requests:

"Create a downtime Pareto for this week"
"Show me a utilization trend chart for the past month"
"Generate a shift comparison report for yesterday"
"Build an OEE breakdown chart for Mill 3"

Chart Types Available​

Chart TypeBest For
ParetoIdentifying top contributors (downtime, rejects)
Trend LineShowing changes over time
Bar ChartComparing categories or groups
Pie/DonutShowing proportions
TableDetailed data with multiple columns

Adding Charts to Dashboards​

  1. Generate a chart using Max AI
  2. Click Add to dashboard on the generated visual

The chart is added as a live widget that updates automatically, and Max closes or collapses so you can see it. Reposition or resize the widget the same way you would any other — see the Dashboards Guide.


6. Data Sources​

Max AI gets its intelligence from three key data sources:

6.1 Machine Data​

Real-time performance from any equipment — old, new, CNC, or manual.

  • Cycle times and part counts
  • Machine states (running, idle, down)
  • Alarms and conditions
  • Spindle loads and feed rates

6.2 ERP Integration​

Work orders, routings, and schedules sync directly with ERP.

  • Job information and due dates
  • Planned vs. actual quantities
  • Routing and operation details
  • Customer and order context

6.3 Knowledge Hub​

Tribal knowledge captured and made searchable.

  • SOPs and work instructions
  • Setup procedures
  • Troubleshooting guides
  • Best practices and notes

See the Knowledge Hub Guide for details on uploading and managing documentation.


7. Common Use Cases​

Daily Shift Handover​

"Give me a shift handover summary for second shift"

Max provides:

  • Jobs completed vs. planned
  • Current machine status
  • Open issues and alerts
  • Priority items for next shift
Not the same as the Shift Handover feature

This is a question you ask Max about a shift. It is separate from Shift Handover in ShopPulse, where an outgoing operator writes notes at clock-out and AI structures them for the incoming operator.

Root Cause Analysis​

"Why did utilization drop on Thursday?"

Max analyzes:

  • Downtime events and durations
  • Alarm patterns
  • Setup time anomalies
  • Provides ranked contributing factors

Performance Tracking​

"How are we tracking against our monthly OEE goal?"

Max shows:

  • Current OEE vs. target
  • Trend over the month
  • Gap analysis
  • Recommendations for improvement

Troubleshooting​

"Machine 7 keeps throwing alarm 1234, what should I check?"

Max searches Knowledge Hub for:

  • Previous occurrences
  • Resolution steps
  • Related documentation
  • Expert recommendations

8. Best Practices​

Getting Started​

  1. Start with questions you already know the answer to — Verify Max's accuracy
  2. Explore different question types — Production, analysis, guidance
  3. Use specific context — Machine names, date ranges, shifts
  4. Review and validate — Max is a tool to augment, not replace, expertise

Building Trust​

  • Compare Max's answers against reports you've built manually
  • Use Max for quick lookups, then dive deeper when needed
  • Provide feedback when answers aren't helpful

Team Adoption​

  • Share useful prompts with colleagues
  • Create a "prompt library" for common questions
  • Train operators on basic Max AI usage
  • Encourage feedback to improve results

9. Troubleshooting​

Max Doesn't Understand My Question​

  • Rephrase using simpler language
  • Break complex questions into smaller parts
  • Include specific machine or operation names
  • Add time context (today, this week, last month)

Data Seems Incorrect​

  • Verify the time range Max is using
  • Check if filters are applied correctly
  • Confirm machine names match exactly
  • Review data mapping in Machine Settings

Charts Won't Generate​

  • Ensure you have data for the requested time period
  • Check permissions for the machines/operations requested
  • Try a simpler chart type first

Knowledge Hub Content Not Found​

  • Verify documents are uploaded and indexed
  • Check document tags and categories
  • Use exact terminology from uploaded documents

10. Privacy and Security​

Data Handling​

  • Max AI runs on AWS Bedrock within MachineMetrics' private AWS tenant
  • Customer data is never used for training AI models
  • All queries are processed in isolated environments
  • Data remains within your MachineMetrics account

Access Control​

  • Max AI respects existing role-based permissions
  • Users only see data they have access to
  • Audit logs track AI interactions

Fairness and Responsible AI​

If you observe any AI-generated output that appears to reflect unfair treatment, bias, or discrimination, please contact MachineMetrics Support.



Getting Help​

  • In-App: Click the help icon or ask Max AI "How do I get support?"
  • Support Portal: Visit the MachineMetrics Support Portal
  • Documentation: Browse the full documentation library