The Fixsset Architecture

Industrial Reliability,
Rebuilt with AI.

Fixsset operates through a unified suite of 8 autonomous modules. Each module targets a specific lifecycle of industrial maintenance, replacing weeks of consultant work with precise, mathematical AI algorithms.

Explore the 8 Modules
Fixsset Platform Dashboard
MOD-01
RELIABILITY & COSTING

Bad Actor Diagnostic

Automatically ranks, costs, and pinpoints your plant’s top 10 costliest asset failure sources using CMMS work order history. The AI parses unstructured maintenance logs to find hidden failure correlations.

From $7,000 · 3-4 Wk Scope
MOD-02
MAINTENANCE TUNING

PM Strategy Optimizer

Generates costed PM kill-lists removing 30-50% redundant inspections using Weibull distribution wear curves. Confirms against OEM recommendations to ensure no compliance is violated.

30-50% Cost Cut
MOD-03
COMPLIANCE & RCM

OEM AI FMECA Generator

Parses 1,000+ page OEM manuals in minutes to draft ISO & SAE JA1011 compliant Failure Mode, Effects & Criticality Analysis. Human reliability engineers review drafts for 100% accuracy.

ISO Standard Compliant
MOD-04
IOT & SENSORS

Asset Telemetry Stream

Real-time telemetry engine processing vibration spectrums, acoustic emissions, and thermal sensor data. Integrates with existing SCADA and historian servers via secure edges.

Real-time Sub-Second Ingest
MOD-05
FAILURE ANALYSIS

RCA & Incident Post-Mortem

Automates Root Cause Analysis (5-Why & Fishbone) for unplanned outages to prevent repeat failure patterns. Creates presentation-ready reports for management within minutes of an incident.

Automated 5-Why Decks
MOD-06
PREDICTIVE ANALYTICS

RUL Degradation Predictor

Remaining Useful Life forecasting curves calculating time-to-failure windows for critical rotating machinery. Alerts planners when Beta factors exceed acceptable thresholds.

Weibull Beta Curve Fit
MOD-07
INTEGRATION & CMMS

CMMS Payload Dispatcher

Direct 1-click export of optimized PM schedules and emergency work order payloads into SAP PM and IBM Maximo. Eradicates manual data entry and human transcription errors.

SAP & Maximo Ready
MOD-08
CYBERSECURITY & OT

Cyber-Physical OT Security

Monitors Modbus, DNP3, and OPC-UA industrial protocols for malicious packet injections and sensor spoofing. Compliant with IEC 62443 cyber standards for grid and plant safety.

IEC 62443 Aligned

How Data Flows Through Fixsset

A secure, 6-step pipeline from raw CMMS export to validated SAP payload.

STEP 01

Secure Ingest

Secure connection to CMMS exports or real-time historian telemetry.

STEP 02

NLP Cleansing

Parses raw maintenance shorthand and fixes syntax & spelling automatically.

STEP 03

AI Swarm Processing

Models compute Weibull curves, rank bad actors & generate kill-lists.

STEP 04

FMECA Drafting

Generates ISO-compliant incident drafts and root-cause failure mechanisms.

STEP 05

Engineer Validation

Human-in-the-loop review by 20+ year reliability experts.

STEP 06

Payload Dispatch

Exporting optimized read-to-execute PM payloads into SAP/Maximo.

STEP 01

Secure Ingest

Secure connection to CMMS exports or real-time historian telemetry.

STEP 02

NLP Cleansing

Parses raw maintenance shorthand and fixes syntax & spelling automatically.

STEP 03

AI Swarm Processing

Models compute Weibull curves, rank bad actors & generate kill-lists.

STEP 04

FMECA Drafting

Generates ISO-compliant incident drafts and root-cause failure mechanisms.

STEP 05

Engineer Validation

Human-in-the-loop review by 20+ year reliability experts.

STEP 06

Payload Dispatch

Exporting optimized read-to-execute PM payloads into SAP/Maximo.

STEP 01

Secure Ingest

Secure connection to CMMS exports or real-time historian telemetry.

STEP 02

NLP Cleansing

Parses raw maintenance shorthand and fixes syntax & spelling automatically.

STEP 03

AI Swarm Processing

Models compute Weibull curves, rank bad actors & generate kill-lists.

STEP 04

FMECA Drafting

Generates ISO-compliant incident drafts and root-cause failure mechanisms.

STEP 05

Engineer Validation

Human-in-the-loop review by 20+ year reliability experts.

STEP 06

Payload Dispatch

Exporting optimized read-to-execute PM payloads into SAP/Maximo.

STEP 01

Secure Ingest

Secure connection to CMMS exports or real-time historian telemetry.

STEP 02

NLP Cleansing

Parses raw maintenance shorthand and fixes syntax & spelling automatically.

STEP 03

AI Swarm Processing

Models compute Weibull curves, rank bad actors & generate kill-lists.

STEP 04

FMECA Drafting

Generates ISO-compliant incident drafts and root-cause failure mechanisms.

STEP 05

Engineer Validation

Human-in-the-loop review by 20+ year reliability experts.

STEP 06

Payload Dispatch

Exporting optimized read-to-execute PM payloads into SAP/Maximo.

Ecosystem & Compliance Standards

Fixsset doesn't exist in a vacuum. The engine connects natively to enterprise historians and CMMS software while generating outputs strictly aligned with global reliability engineering frameworks.

CMMS & ERP Connectors
  • SAP Plant Maintenance
  • IBM Maximo EAM
  • Infor EAM / HxGN
  • Oracle eAM
OT & Telemetry Protocols
  • OSIsoft PI Historian
  • OPC-UA & OPC-DA
  • Modbus TCP/IP
  • MQTT (Sparkplug B)
Engineering Standards
  • ISO 14224 (Taxonomy)
  • ISO 10816 (Vibration)
  • SAE JA1011 (RCM)
  • ISO 55000 (Asset Mgmt)
Diagnostic Output

Under the Hood

No black boxes. We show you exactly how the AI arrived at the Weibull distribution and FMECA draft.

engine_output.json
{ "asset_tag": "PMP-1044-B", "weibull_beta": 1.25, "confidence_score": 0.98, "diagnosis": "Early infant mortality detected in bearing raceway. High probability of micro-spalling.", "recommended_action": "RETUNE_PM_FREQUENCY", "oem_compliance_check": "PASS - Tolerances within ISO 10816 limits.", "sap_work_order_payload": { "priority": "HIGH", "required_parts": ["BR-7729-A", "LUBE-002"], "action_code": "PM_03_ALIGN" } }

100% Engineer Validated.

AI is powerful, but pulling the trigger on a multimillion-dollar turbine maintenance schedule requires human accountability.

Every single PM Kill-List, FMECA draft, and RCA report generated by the Fixsset engine is reviewed and cryptographically signed off by a Senior Reliability Engineer (20+ years of plant experience) before it enters your CMMS.Zero hallucinations. Zero field risks.

Platform Tech FAQ

Do you need direct access to our live SCADA or OT network?

No. While we can integrate via secure edge protocols like OPC-UA for real-time telemetry, most initial engagements operate on historical batch CSV/Excel exports. This completely bypasses initial IT/OT network security hurdles.

How long does the AI take to train on our assets?

We use a proprietary physics-informed Zero-Shot engine. It does not require months of training on your data. By combining vast OEM datasets with mathematical physics models, it begins finding bad actors within 24 hours of data ingest.

What if our CMMS data is messy, incomplete, or filled with spelling errors?

Our LLM-powered ingestion engine acts as an intelligent parser. It natively understands mechanic shorthand, cleans up duplicate tags, and categorizes unstructured gibberish into structured failure modes.

See it on your own data.

Bring a sample of your CMMS data to a 30-minute call, and we'll show you exactly how the Fixsset Engine parses it to extract immediate ROI.