S3Suite
AI Assistant
Four specialized agents that understand your product data. Search, analyze, troubleshoot, and surface improvement ideas. Powered by GPT-4. Included in the platform.
What Is the S3Suite AI Assistant?
The AI Assistant is a set of four specialized agents built into S3Suite. Each agent is trained to work with your product lifecycle data: devices, BOMs, firmware, test results, RMAs, support tickets, and health telemetry. Ask a question in plain English and get a specific, referenced answer. No separate subscription. No data leaves your instance for training.
Four Agents
Each agent has a job.
And it does it well.
Instead of one generic chatbot, S3Suite gives you four purpose-built agents. Each understands a different part of your workflow and pulls from the right data to give useful answers.
Search Agent
Find anything. In plain English.
Natural language search across all S3Suite data. Devices, BOMs, firmware versions, support tickets, RMA records. Ask a question, get a specific answer with references.
Example queries
Show me all devices from lot 2024-Q3 running firmware v2.1.0
Which devices have been offline for more than 48 hours?
Find all RMAs filed against variant V4 this quarter
Analysis Agent
Patterns you would miss manually.
Data analysis across production lots, failure rates, warranty claims, and device health trends. The agent surfaces correlations between manufacturing batches, component suppliers, and field failures.
Example queries
What is the RMA rate by production lot for the last 6 months?
Compare failure modes between vendor A and vendor B PCBs
Show warranty claim trends by device variant
Troubleshooting Agent
Guided diagnosis. Not guessing.
Walks through troubleshooting steps based on device history, known issues from the knowledge base, and similar resolved cases. Reduces time-to-resolution by giving support agents a starting point.
Example queries
Device SN-4821 is reporting intermittent connectivity. What should I check?
This device failed the temperature test. What are the common causes?
Walk me through diagnosing a firmware update failure on ESP32 devices
Feature Suggestions Agent
Let the field data tell you what to build next.
Derives product improvement ideas from RMA root causes, support ticket patterns, and device health anomalies. Connects field failures back to design decisions so engineering knows what to fix.
Example queries
What are the top 5 failure modes and what design changes could address them?
Based on support tickets, what usability issues should we prioritize?
Which component has the highest failure correlation across all lots?
Use Cases
What each team asks.
And what the AI returns.
Quality
- 1
Which production lot has the highest failure rate this quarter?
- 2
Show me all devices that failed temperature testing in the last 30 days
- 3
What is the correlation between component supplier and RMA rate?
Operations
- 1
How many devices are running firmware older than v2.0?
- 2
Which regions have the most warranty claims expiring this month?
- 3
List all devices with health scores below 60
Engineering
- 1
What are the most common root causes in RMAs for variant V3?
- 2
Compare signal strength distribution across firmware versions
- 3
Which test template has the highest failure rate?
Preset Queries
Start with
ready-made prompts.
Each agent comes with preset queries tuned to common workflows. Click to run, or use them as a starting point for custom questions. Your team does not need to learn prompt engineering.
> Which lot had the highest RMA rate
last quarter?
Analyzing RMA data across 847 devices
in 12 production lots...
Lot 2024-Q2-B3 had the highest RMA
rate at 4.2% (18 of 428 devices).
Top failure mode: Power supply fault
(11 of 18 cases).
Component correlation: Capacitor C12
from Vendor B batch #2241.
Referenced records: RMA-0412 through
RMA-0429.Privacy and Data
Your data stays yours.
Period.
S3Suite AI processes queries using GPT-4, but it does not train on your data, share it with other users, or store it outside your instance. Your product data is yours.
Queries are scoped to your S3Suite project data
Your data is not used for model training
No data is shared with other S3Suite users
Self-hosted deployment means data stays on your infrastructure
AI responses reference your actual records with traceability
FAQ
Frequently Asked Questions
Related Pages
Go deeper.
Ask your data.
Get real answers.
Four AI agents that understand your products, your devices, and your workflows. Included in S3Suite. Free to start.