From RFQ to delivery,
stay ahead.

Relioryx AI unifies machine telemetry, engineering drawings, inventory, and production feeds into a single live operational context. Multi-model AI agents automate RFQ parsing and calculate capacity-aware quotes while forecasting material shortages before lines stall. Advanced predictive analytics monitor vibration and thermal anomalies to predict equipment failures up to 72 hours in advance and auto-schedule technician repairs.

The connected factory cockpit

Every order, shortage, machine risk, and customer impact on one screen.

Relioryx AI connects the full manufacturing cycle — from document intake and quoting to inventory, production, maintenance, quality, and customer support. Every agent works from the same live factory context, helping teams spot risks early, optimize operations, and act before delays or downtime affect delivery.

  • One connected view across documents, ERP/MES, inventory, machines, and quality
  • AI agents coordinate planning, maintenance, production, and customer workflows
  • Human-approved actions keep important operational decisions controlled and traceable
Relioryx AI — Predictive Maintenance Alerts dashboard
Measured outcomes
70%Rate
Manual Data Entry Cut

Automate Manual Workflows

AI agents automate RFQ parsing, BOM extraction, and shop floor logging — saving over 80+ engineering hours per week per plant.

50%Rate
Downtime Prevented

Predictive Equipment Repairs

Vibration and thermal anomaly tracking flags failure risks up to 72 hours early, avoiding costly unscheduled stoppages.

10xMultiplier
Faster Quote Turnaround

Accelerated RFQ-to-Production

Capacity-aware quoting and instant spec parsing convert inquiries into shop-ready orders in minutes instead of days.

40%Rate
Scrap & Rework Cut

Early Quality Defect Spotting

Real-time inspection analytics pinpoint recurring defect root causes across stations before batch runs suffer material waste.

The Nestack Manufacturing Suite

Built for every corner of advanced manufacturing.

Manufacturing moves differently across every facility — with specialized production lines, heavy mobile equipment fleets, live sensor telemetry, and critical maintenance cycles. The Nestack manufacturing suite is purpose-built to give your teams shared, real-time operational intelligence.

What it runs

One live factory view. Every operation in sync.

Relioryx connects machine health, orders, inventory, documents, production and quality data so every AI agent works from the same live factory context.

When conditions change, the right workflows update automatically — from production and maintenance to technician actions and customer impact.

Document Intake — Relioryx AI
01 — Document Intake

Turn incoming production documents into verified, usable data

Relioryx ingests documents from ERP/MES, email, and watched folders. AI extracts key order details and flags uncertain fields for human review before quoting or production.

Capture documents from factory sourcesExtract order, material, and part detailsFlag low-confidence fields for reviewApprove and export structured data
Automated Quoting — Relioryx AI
02 — Automated Quoting

Build production-ready quotes with cost and capacity intelligence

Relioryx converts part, material, and delivery specs into manufacturing quotes. AI evaluates cycle times, material costs, and inventory to ensure fast, consistent pricing.

Build quotes from part and material inputsEstimate cycle time and material usageSurface real-time cost and inventory insightsReview confidence before sending
Inventory Forecasting — Relioryx AI
03 — Inventory Forecasting

See material shortages early and plan the right reorder

Relioryx compares stock levels, demand, and lead times to highlight shortage risks. AI recommends reorder quantities before stockouts disrupt active production lines.

Track current stock and forecast demandIdentify low-stock risks and shortage timingRecommend reorder quantities automaticallyResolve material risks in one view
Production Optimization — Relioryx AI
04 — Production Optimization

Replan production around machine risk, workload, and delivery priorities

Relioryx compares active job sequences with AI-recommended plans. It highlights work reassignments, estimates operational impact, and keeps changes under planner review.

Compare active vs. AI-recommended sequencesReassign jobs by machine health and loadSurface throughput and cost impactsRequire planner approval for execution
Predictive Maintenance Scheduling — Relioryx AI
05 — Predictive Maintenance Scheduling

Schedule maintenance around production before downtime occurs

Relioryx converts predicted asset risks into weekly maintenance schedules. AI balances technician availability, job priority, and line timing to maximize uptime.

Plan maintenance across lines and techniciansPrioritize high-risk asset issuesSuggest optimal service windowsReduce expected equipment downtime
Predictive Maintenance Analytics — Relioryx AI
06 — Predictive Maintenance Analytics

See failure risk, signal behavior, and likely causes in one view

Relioryx analyzes machine telemetry across production lines to detect abnormal behavior, estimate time to failure, and explain the signals driving each prediction. AI highlights high-risk assets and recommended maintenance actions before downtime occurs.

Track anomaly trends across production linesIdentify likely failure modes from sensor patternsRank at-risk assets by health, TTF, and confidenceTurn AI findings into recommended maintenance actions
Maintenance AI Assistant — Relioryx AI
07 — Maintenance AI Assistant

Investigate maintenance issues with machine context and AI-guided checks

Relioryx unifies machine telemetry, sensor history, and technician logs in one workspace. The AI Assistant identifies root causes and guides technicians through repairs.

Investigate issues with live machine contextIdentify root causes and recommended checksKeep technician evidence in one placeTrack maintenance decisions and ownership
AI Quality Inspection — Relioryx AI
08 — AI Quality Inspection

Review detected defects with AI evidence before deciding next action

Relioryx consolidates inspection images, defect types, and severity confidence. AI highlights anomalies so quality teams can approve findings, re-inspect, or issue an NCR.

Review AI-detected defects with image proofSee defect severity and confidence scoresUnderstand model rationale for each findingApprove, reject, or create NCRs instantly
Customer Support Agents — Relioryx AI
09 — Customer Support Agents

Handle customer cases with factory context and AI-assisted responses

Relioryx links customer tickets directly to live shop floor, order, and shipping status. AI prepares context-aware response drafts while keeping communications under approval.

Manage customer cases with priority routingAccess live order, production, and quality contextGenerate context-aware AI response draftsReview sensitive customer updates before sending

Don’t settle for the AI your software chose.

Relioryx AI routes each maintenance workflow step to the model family that fits — anomaly scoring, long reads, structured extraction, or a specialist fine-tune — not whichever model shipped inside your last software purchase.

TRADITIONAL SAAS VS RELIORYX AI
TRADITIONAL SAAS
Built-in
AI

One model, one pass, and no step you can point somewhere else.

You work within its limits.

Relioryx AI·ROUTED ORCHESTRATION
01

Normalize telemetry and match assets

PLC tags, vibration sensors, thermal logs, and optical vision streams land on the correct CNC, lathe, pump, or production line segment.

AIOpenAI
OPENAI RESPONSES API
02

Score anomalies against each machine baseline

Signal drift, thermal rise, and spindle RMS vibration are ranked across line stations without choking on telemetry volume.

DSDeepSeek
DEEPSEEK API
03

Investigate multi-signal fault chains

Related alarms, maintenance history, spindle speed, and batch quality exposure are reasoned through before escalating.

AClaude
ANTHROPIC MESSAGES API
04

Prioritize by production and order impact

Whole-factory telemetry context informs which predicted machine failure matters most to delivery deadlines.

GGemini
GEMINI API
05

Plan technician dispatch and maintenance windows

Structured extraction turns ranked machine risk into work orders, technician skills, replacement parts, and downtime slots.

AIOpenAI
OPENAI RESPONSES API
06

Retain compliance & maintenance evidence

Field inspection notes, ISO/AS9100 audit logs, and repair close-out proof are attached to the permanent asset record.

MMistral
MISTRAL API
ONE CONNECTED FACTORY RECORD
4 MODULES · 12 SIGNAL CLASSES · 72-HOUR FAILURE FORECAST

Note: Model names and marks belong to their respective owners. No endorsement or partnership implied.
Supported routing is configured during onboarding.

Compliance

Built to the standards your OEM line is audited against.

Relioryx AI is designed around the asset-management, condition- monitoring and quality standards that govern shared production lines — here is what it supports out of the box, on every station under watch.

ISO 55000

ISO 55000:2014 — Asset Management

Aligns predictive-maintenance decisions to a formal asset-management system, so alerts and service actions map to lifecycle risk and value.

ISO 17359

ISO 17359:2018 — Condition Monitoring and Diagnostics of Machines: General Guidelines

Runs the monitoring programme the way the guidelines lay it out — tracked parameters, alarm criteria, failure-mode diagnosis and a prognosis with recommended actions — so every alert traces to a named failure mode, not a bare threshold.

ISO 13381-1

ISO 13381-1:2025 — Condition Monitoring and Diagnostics of Machine Systems: Prognostics

Produces what the standard's prognosis process calls for — a time-to-failure estimate, its confidence, and the signals driving it — so remaining-life predictions are explainable rather than a black-box score.

ISO 9001

ISO 9001:2015 — Quality Management Systems

Feeds AI quality-inspection results and maintenance records into your QMS, keeping OEM audit trails intact across shared production lines.

Note: Relioryx AI structures and records the monitoring, maintenance and quality evidence these standards call for, so nothing is missed on the line. It does not certify compliance, audit your management system, or replace assessment by an accredited certification body.

Add-ons

Add the hardware your workflow needs.

Most of what the platform reads still starts on physical assets, sensors, or shop-floor paperwork. These are standard, off-the-shelf peripherals and industrial sensors from third-party manufacturers — not proprietary or own-branded hardware. We enrol them against your workspace so each one streams into the module that already handles its output.

Network document scanner

Network scanning station for RFQs, purchase orders, drawings and travelers. Scan-to-folder or scan-to-email drops searchable PDFs into a watched folder, where key order fields are extracted and uncertain values flagged for review before quoting or release.

Feeds · Document Intake

Industrial edge gateway

DIN-rail gateway that reads PLC and CNC controllers over their native protocols or Modbus and republishes machine state, spindle speed, part counts and alarms as OPC-UA or MQTT — the live load and health signal production planning runs on.

Feeds · Production Optimization

Tri-axial piezoelectric accelerometer

Mount directly onto CNC spindles, motor housings, or pump bearings. Wired to a vibration monitor or wireless node that streams 3-axis vibration RMS, spectral FFT bands, and micro-shocks over Modbus TCP, OPC-UA or MQTT for 72-hour failure forecasting.

Feeds · Predictive Maintenance Analytics

Fixed-mount thermal imaging sensor

Mounts facing electrical panels, motor housings or spindle heads. Publishes a radiometric temperature grid and hotspot alarms over Modbus TCP or MQTT, so rising thermal deltas feed the same failure-risk model as vibration and current.

Feeds · Predictive Maintenance Analytics
Note: Hardware, installation, and integration are not included in the standard subscription. Additional charges apply based on the hardware selected, integration modules required, and implementation scope.
Pricing

One flat plan for the whole OEM line.

Relioryx AI is priced for the platform, not the person. Every module ships in the same plan, so a reliability engineer, a shift lead and a quality reviewer can all work in it without per-seat maths or a tier chart to decode.

Talk to us about your shop’s stations, product families and data sources and we’ll walk through what the rollout looks like.

Starting at
$200/mo

Full access to all nine modules — predictive alerts, analytics, scheduler, AI quality inspection, maintenance assistant, OEM quoting, support agents, document intelligence and inventory forecasting.

  • Predictive alerts, anomaly drivers and the ranked triage queue
  • Predictive maintenance analytics and the OEM-line scheduler
  • AI quality inspection on OEM parts, with model rationale and NCR creation
  • Maintenance AI assistant, document intelligence and OEM quote automation
  • 90-day inventory forecasting and the customer support agents
Know more

AI API usage is charged separately. Clients must recharge their AI credit balance based on their usage.

Onboarding

What your onboarding fee covers

A one-time setup that brings Relioryx AI live before your first billing cycle — we connect your sensor, PLC and CMMS feeds, backfill asset and work-order history, and tune the models to your lines. The “+” marks a starting point; final scope follows discovery.

01 — Essential
$1,000+one-time
  • Kickoff and rollout plan scoped to your OEM lines, stations and asset classes
  • Workspace provisioning with admin accounts and your line / station hierarchy
  • One sensor or PLC feed connected, with field mapping and validation rules
  • Asset register and open work orders imported from your CMMS or MES
  • Predictive alert board, anomaly drivers and triage queue configured for your assets
  • Baseline failure modes and confidence thresholds tuned to your equipment
  • Roles set for reliability engineers, shift leads and quality reviewers
  • Live-readiness check and onboarding handbook before your first billing cycle
02 — PlusMost teams
$2,500+one-time

Everything in Essential, plus:

  • Guided backfill of historical sensor, inspection and maintenance history with validation
  • Two-way CMMS/MES sync plus two more integrations — ERP, quality or scheduling
  • Custom failure-mode models and confidence bands tuned per station and product family
  • Scheduler configured to your technician skills, line availability, work-type and workload rules
  • Live training for reliability, quality and production teams, with a recording
  • Dedicated onboarding specialist through go-live
03 — Enterprise
$5,000+one-time

Everything in Plus, plus:

  • Multi-site, multi-region rollout plan across your whole production estate
  • Bespoke integrations with SSO, API access and PLC/historian providers at scale
  • Bulk migration of years of sensor and maintenance records, cleansed and reconciled
  • Document-intelligence and quote-automation templates built around your OEM paperwork
  • Role-based training tracks and admin enablement across sites
  • Named onboarding manager with a defined go-live date and success plan

WHERE IT RUNS

Same subscription either way — onboarding may vary by requirements.

Cloud (SaaS)

Runs in Nestack’s managed cloud — the fastest way to go live, with hosting, scaling and updates handled for you.

Private / self-hosted

The same platform deployed inside your own infrastructure — your cloud, VPC or on-prem — so sensor, quality and maintenance data never leaves your environment. Built for data-sensitive OEM and reliability teams.

PREDICTIVE FAULT RESPONSE AGENTS

Industrial & Advanced Manufacturing agents, in production, wired to your shop floor stack.

From live vibration and thermal thresholds through correlated cases, tool sync, crew dispatch, and closed compliance records — one industry playbook end to end.

Predictive machine failure agents
Telemetry-to-dispatch orchestration
PLAYBOOK · MANUFACTURING PREDICTIVE FAULT RESPONSE
SISTER PLATFORM · NESTACK AGENTCAREMANUFACTURING · 1 PLAYBOOK

Your manufacturing AI agents, run like production systems.

Not chatbots bolted onto a dashboard. Agents built around shop floor workflows, documented APIs, and operational handoffs — with production guardrails from day one.

5
PLAYBOOK STAGES
5
CONNECTED TOOL TYPES
6
PLATFORM MODULES
24/7
AGENT MONITORING

Manufacturing agents are catalogued on nestackagents.com. Tool names and marks belong to their respective owners.

Connectivity

Your whole stack, connected.

Relioryx AI connects to the monitoring, inventory, ticketing, and field-service systems your factory already runs — through public, documented APIs — so data moves through intake, prediction, dispatch, and close-out without re-keying. 17 integrations across 6 workflow groups.

SAP S/4HANA
Siemens Teamcenter
Oracle Cloud SCM
Rockwell FactoryTalk
Plex MES
AWS IoT SiteWise
Azure IoT Hub
PTC Windchill
Autodesk APS
Modbus TCP
SAP S/4HANA
Siemens Teamcenter
Oracle Cloud SCM
Rockwell FactoryTalk
Plex MES
AWS IoT SiteWise
Azure IoT Hub
PTC Windchill
Autodesk APS
Modbus TCP
SAP S/4HANA
Siemens Teamcenter
Oracle Cloud SCM
Rockwell FactoryTalk
Plex MES
AWS IoT SiteWise
Azure IoT Hub
PTC Windchill
Autodesk APS
Modbus TCP
SAP S/4HANA
Siemens Teamcenter
Oracle Cloud SCM
Rockwell FactoryTalk
Plex MES
AWS IoT SiteWise
Azure IoT Hub
PTC Windchill
Autodesk APS
Modbus TCP
Microsoft Dynamics 365
ServiceNow
Jira Software
Databricks
Snowflake
OPC UA Gateway
MQTT Telemetry
Prometheus
Grafana
HTTP Webhooks
Microsoft Dynamics 365
ServiceNow
Jira Software
Databricks
Snowflake
OPC UA Gateway
MQTT Telemetry
Prometheus
Grafana
HTTP Webhooks
Microsoft Dynamics 365
ServiceNow
Jira Software
Databricks
Snowflake
OPC UA Gateway
MQTT Telemetry
Prometheus
Grafana
HTTP Webhooks
Microsoft Dynamics 365
ServiceNow
Jira Software
Databricks
Snowflake
OPC UA Gateway
MQTT Telemetry
Prometheus
Grafana
HTTP Webhooks

Note: Tool names and marks belong to their respective owners. No endorsement or partnership implied.

FAQ

Questions from the shop floor

What Relioryx AI predicts, the signals it reads, how confident each alert is, and where the work goes once an asset is flagged.

See the platform
What does Relioryx AI actually do?

Relioryx AI connects the manufacturing job from intake to delivery. It turns RFQs, POs, drawings and BOMs into structured data, helps build quotes, forecasts material shortages, optimizes production, plans maintenance, monitors machine health, supports technician investigations, reviews quality findings and gives customer teams the factory context behind delivery or quality issues.

What data does it need to run?

Relioryx combines three types of factory data: machine signals such as vibration, motor current, spindle RMS, temperature and cycle variance; operational data from ERP, MES, CMMS and inventory systems; and manufacturing documents such as RFQs, POs, drawings, BOMs, specifications and technician feedback. Each module uses the same connected factory context instead of working from isolated data.

How does Inventory Forecasting know when material will run short?

It compares current stock, allocated material and incoming purchase orders against projected production demand. BOM requirements, active orders, supplier lead times and expected consumption are used to calculate when available material falls below what upcoming jobs require. Relioryx then surfaces the projected shortage date, supply gap and recommended reorder quantity before the shortage reaches production.

How does Production Optimization decide when to move a job?

The production plan considers job priority, machine availability, material readiness, changeover time, maintenance windows and machine-health risk. If a machine becomes a risk to the schedule, Relioryx can recommend a different sequence or machine assignment, show the expected effect on throughput and delivery, and send the revised plan for planner approval before execution.

What happens when Relioryx predicts a machine problem?

The machine is ranked by health, anomaly score, confidence and estimated time-to-failure. That risk can feed Maintenance Scheduling to find a suitable service window and Maintenance AI Assistant to guide the technician through the investigation. Sensor evidence, work-order history, proposed checks and the final maintenance decision stay attached to the same issue across shifts.

Does Relioryx make production decisions automatically?

Not for critical factory actions. Relioryx can automatically extract documents, detect anomalies, build forecasts and rank recommendations, but production changes, maintenance decisions, purchasing actions, quality dispositions and customer commitments can remain human-controlled. The AI explains what it recommends and why, while the responsible operator, planner or reviewer approves, modifies or rejects the action.

Does it replace our ERP, MES or CMMS?

No. Relioryx is designed to connect with the systems already running the factory. ERP, MES, CMMS, inventory platforms and machine-data sources can continue as the systems of record while Relioryx brings their information into a shared operational context. Manufacturers can start with files or read-only connections and add real-time integrations or controlled writeback later.

How does AI Quality Inspection fit into the workflow?

Quality inspection uses part images, inspection requirements and production context to identify potential defects and present the finding with severity, confidence and model rationale. Reviewers can accept the finding, reject it or create an NCR, while the result can also feed maintenance investigations and customer-support cases when a quality issue has wider production or delivery impact.

How do Customer Support Agents use factory data?

Customer Support Agents work from production, maintenance and quality context instead of responding from a disconnected ticket. When a customer asks about a delivery, inspection or quality issue, Relioryx can gather the relevant factory records, prepare a response draft and keep it behind the required approval step before anything is sent to the customer.

How do we try it on our own production environment?

Book a demo and choose the workflows most relevant to your operation — from document intake and quoting through inventory, production, maintenance, quality and customer support. We can walk through those workflows using the types of machines, jobs and manufacturing data your team actually works with. Start here.

Book a demo

See Relioryx AI run on your own OEM line data.

Grab a time, tell us who you are, then pick the screens you want to see. We point Relioryx AI at your stations, sensor history and open work orders, then walk the alerts it raises and what it schedules next.

N
Nestack
Relioryx AI
45 min

Product walk-through and discussion

A focused walk-through of Relioryx AI on the OEM stations and failure modes you care about — the alert board and triage queue, the scheduler, and the hand-off into your CMMS or MES.

Video call
Free · 45 minutes
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