THE SYSTEM OF RECORD FOR INDUSTRIAL OPERATIONS

One platform for every signal from your factory floor. Machines. Workers. Vision.

Zira is the data platform purpose-built for manufacturers who treat operations data with the same seriousness as financial data. Real-time ingestion from PLCs, sensors, and cameras. Structured forms from operators. AI vision for quality, safety, and inventory. All in one governed, audited, recoverable system of record.

99.99%
Uptime SLA
<100ms
Event ingest latency
7yr
Default retention
24/7
Enterprise support
001 / THREE SOURCES, ONE TRUTH

Every signal on the floor, captured the same way.

Most plants run on a patchwork: an MES that only sees one line, a quality system that lives in spreadsheets, a vision tool that never talks to the PLC. Zira ingests all three streams into a single, time-aligned event store.

01 / MACHINES

Direct from the equipment

Connect PLCs, OPC UA servers, MQTT brokers, sensors, scales, scanners, and legacy controllers. Bi-directional reads and writes. Edge agents handle network drops, buffer locally, and resync without data loss.

OPC UA MQTT Modbus Ethernet/IP Edge buffering
02 / WORKERS

Structured from the floor

Build forms, checklists, work instructions, and approval flows in minutes. Run them on tablets, phones, scanners, or panel PCs. Every entry is timestamped, attributed to an operator, signed where required, and tied to the same event timeline as the machines.

Forms e-Signatures SOPs Audits Offline mode
03 / VISION

Continuous from the cameras

Zira cameras run on-device AI for defect detection, count verification, inventory tracking, safety zones, and maintenance precursors. Vision events flow into the same store as machine and worker data, with the original frame attached for evidence and audit.

Quality Inventory Safety Maintenance Evidence-grade
002 / THE SYSTEM OF RECORD

Not just dashboards. A durable record of what happened.

Every cycle, defect, downtime event, form submission, and detection lands in a unified, immutable timeline — versioned, queryable, exportable, and tied to the original raw signal. This is the foundation everything else stands on.

SOURCES
PLCs & sensors
Operator forms
AI vision cameras
ERP & MES feeds
SYSTEM OF RECORD
Unified event store
Time-aligned. Immutable. Versioned. Recoverable.
CONSUMERS
OEE & analytics
Alerts & Andon
Audit & traceability
BI & data warehouse
003 / BUILD WITH AI

Describe the process. Zira builds the system.

Zira ships with an embedded AI agent — powered by Claude, with OpenAI as a drop-in alternative — that turns a sentence into a working device configuration, form, alert rule, or dashboard. Process engineers describe what they need. The platform generates the implementation, validates it against your data model, and deploys it under change control.

From a sentence to a deployed workflow.

The agent has full context on your tag library, line topology, camera fleet, operator roles, and data schema. It doesn't guess. It composes from the real building blocks already in your system, then asks for confirmation before anything goes live.

Think of it as Claude with operational memory of your plant.

Generate forms and SOPs from a description of the task or a photo of a paper checklist."Build a daily forklift inspection covering brakes, horn, mast, tires."
Provision devices and cameras with the right config, tags, and detection models for the line they're going on."Add three cameras to the dismantler with the safety-zone model."
Author alerts and escalation paths against any combination of tags, vision events, and form responses."Alert the shift lead if temp exceeds 180°F for 90 seconds."
Compose dashboards and reports by referring to lines, shifts, products, or operators in natural language."Show me first-pass yield by operator on Line 4 last week."
zira-agent · plant://mill-04
// process engineer, 14:22
Build me a downtime form for the bandsaw with a dropdown of the top 8 reasons from last quarter, and alert the maintenance group on any entry over 10 minutes.
Analyzing bandsaw downtime history (Q1)…
Pulled 247 events. Top causes: blade change, jam, infeed stall…
Drafted form Downtime · Bandsaw L02 with 8-reason dropdown
Bound to PLC tag L02.Status.Stopped
Alert rule: duration > 600s → group maintenance-mill-04
Ready to publish. Stage to QA or deploy to production?
004 / THE AI LAYER

Three kinds of intelligence. One platform.

Zira is model-agnostic by design. Frontier LLMs from Anthropic and OpenAI handle the agentic and reasoning work. Our own proprietary vision and time-series models handle the operational work that demands sub-second latency, deterministic behavior, and your competitive edge. You get all three, governed under one platform with one audit trail.

A / FRONTIER REASONING

Best-in-class LLMs, ready out of the box.

Agentic · Conversational · Generative

Claude and OpenAI are integrated as first-class citizens. Use them for the open-ended work: building forms from a sentence, drafting SOPs, explaining a downtime spike, summarizing a shift, or running a multi-step agent that opens a work order, pings the lead, and waits for sign-off.

Claude (Anthropic)Default agent
GPT (OpenAI)Optional
Bring your ownAzure · AWS
B / STRUCTURED PLATFORM

The system that holds it all together.

Governed · Auditable · Recoverable

A robust platform is what makes the AI useful. Schemas, permissions, change control, lineage, immutable history, and the integrations to your ERP, MES, and warehouse. The platform is the part that doesn't go away when a model is replaced or an engineer leaves — and it's the part you can't get from an LLM alone.

Event store + lineageCore
RBAC · SSO · audit logCore
Schemas + change controlCore
C / PROPRIETARY MODELS

Your competitive advantage, owned by you.

Vision · Time-series · Domain-tuned

Zira's own on-device vision models run at the edge for the work that has to be fast, private, and deterministic — defect detection, count, safety, dimensional checks. Train custom models on your data, deploy them under your account, and keep the weights. The models you build on Zira are your IP, not the platform's.

Vision (defect · count · safety)On-device
Time-series anomalyEdge / cloud
Custom-trained on your dataYour IP
Right tool for each job. Robust platform. Frontier LLMs. Your own models.
005 / CONNECT EVERYTHING

Built to plug into the systems you already run on.

Zira is the operations layer, not a replacement for your ERP, MES, or warehouse system. Out-of-the-box connectors stream data both directions, so the floor and the back office finally agree on what happened.

ERP & MRP

NetSuite, SAP, Microsoft Dynamics, Epicor, Sage, Acumatica, Infor. Push production counts, consume work orders, reconcile inventory, post quality holds.

MES & SCADA

Ignition, Wonderware/AVEVA, Rockwell FactoryTalk, Siemens, Emerson DeltaV. Bi-directional read/write with full tag mapping and namespace alignment.

CMMS & Maintenance

Maximo, Fiix, UpKeep, Limble, eMaint. Vision-detected anomalies and threshold events automatically open and enrich work orders.

Data warehouses

Snowflake, Databricks, BigQuery, Redshift, Postgres. Stream raw events, hourly rollups, and curated marts. Bring your own BI — Power BI, Tableau, Looker, Sigma.

Messaging & identity

Slack, Microsoft Teams, WhatsApp, Twilio SMS, email. Okta, Azure AD, Google Workspace, SAML, SCIM. Alerts and approvals flow to wherever people already work.

Open APIs & webhooks

REST, GraphQL, gRPC, webhooks, and a typed SDK. Use Zira as a programmable backbone — every event, form, and detection is addressable, queryable, and subscribable.

OPC UA MQTT 5 Sparkplug B Modbus TCP/RTU EtherNet/IP PROFINET BACnet REST GraphQL gRPC Kafka SQL / ODBC S3 / Parquet SCIM SAML 2.0 OIDC
006 / ENTERPRISE TRUST

For organizations where data is the asset.

Zira meets the same security and assurance bar as the financial systems your CFO depends on. Independently audited, continuously tested, and operated with the discipline that operations data deserves.

SOC 2 TYPE II
Audited annually
Security, availability, and confidentiality. Report available under NDA.
PEN TESTING
Twice per year
Third-party offensive testing against application, API, and edge agents.
ENCRYPTION
AES-256 / TLS 1.3
Encrypted at rest and in transit. Customer-managed keys available.
PRIVACY
GDPR · CCPA
Regional data residency, DPA, and subprocessor transparency.
Resilience & recovery

Multi-region replication, point-in-time recovery to the second, automated daily backups retained for 90 days, and full disaster-recovery rehearsals every quarter. RPO <15 min, RTO <1 hour.

Access & governance

SSO via SAML or OIDC, SCIM provisioning, role-based and attribute-based access, immutable audit log of every read and write, and configurable approval workflows for sensitive changes.

Data integrity

Every event is hash-chained, signed at the edge, and reproducibly addressable. Schema changes are versioned; deletions are tombstoned. Built for FDA Part 11 and ISO 9001 traceability requirements.

007 / THE BUILD-IT-YOURSELF QUESTION

"Couldn't we just build this ourselves with Claude?"

It's a fair question. Modern AI tools make it easier than ever to put a script together. But operations data is not a side project — and the gap between a clever internal tool and a system the whole plant can depend on is wider than it looks.

CAPABILITY
INTERNAL BUILD
ZIRA
Industrial protocol coverage
One or two protocols, hand-rolled
30+ protocols, hardened in production
On-device AI vision
Requires a team you don't have
Pre-trained models + custom training service
Edge buffering & resync
Data loss on every network blip
Local-first agents with guaranteed delivery
SOC 2, pen tests, audited backups
A multi-year, full-time-team commitment
Inherited from day one
24/7 incident response
Whoever happens to be awake
On-call engineers, SLA-backed
Change control & versioning
Git is not a control system
Stage, review, deploy, roll back
When the engineer who built it leaves
The system leaves with them
Documented, supported, contractually owned

Building a prototype is easy. Running it for ten years, under audit, across twenty sites, with people's safety and a plant's output depending on it — that is the actual problem. That is what Zira solves.

Operations data deserves a real platform.

Talk to our team about deploying Zira at one site, or designing an enterprise rollout across your network.