Turn complexity
into

An industry-native agentic intelligence platform that discovers data, organizes it, understands it — and acts on it.

Advanced manufacturing and industrial automationIndustry 4.0 smart factory floor with connected production systemsElectric vehicle battery technology and EV chargingData center infrastructure and network operations5G cell tower against clear blue skyHigh-voltage transmission tower against bright blue sky

“Root cause in seconds, not days.”

SM

Sarah M.

VP Operations

“This changes how we think about fleet data.”

DC

David C.

Chief Technology Officer

“The TCO calculator alone paid for itself.”

MT

Michael T.

Chief Financial Officer

“Like having a data scientist on every asset.”

EK

Elena K.

VP Engineering

“Our agents caught an anomaly before the sensor alarm.”

JP

James P.

Reliability Engineer

“Finally, intelligence that actually acts.”

RA

Rachel A.

Director of Operations

“Root cause in seconds, not days.”

SM

Sarah M.

VP Operations

“This changes how we think about fleet data.”

DC

David C.

Chief Technology Officer

“The TCO calculator alone paid for itself.”

MT

Michael T.

Chief Financial Officer

“Like having a data scientist on every asset.”

EK

Elena K.

VP Engineering

“Our agents caught an anomaly before the sensor alarm.”

JP

James P.

Reliability Engineer

“Finally, intelligence that actually acts.”

RA

Rachel A.

Director of Operations

Why Graffs

The cross-system predictive‑intelligence layer.

Graffs turns your existing telematics, OEM, and enterprise data into earlier failure prediction, faster diagnosis, and prioritized action across mixed utility assets.

Use the systems you already have

Compatible with telematics, OEM portals, ERP, CMMS, GIS, and workflow tools — no rip-and-replace.

Predict across mixed assets, not just vehicles

Goes beyond telematics-first platforms and OEM-specific tools to cover your entire asset base.

Move from visibility to action

You already have dashboards. The unmet need is diagnosis and action prioritization — that's where Graffs starts.

Stay vendor-neutral across OEMs

No OEM lock-in. Graffs works across manufacturers so decisions aren't trapped in a single vendor's silo.

99%

Faster to insight

From raw data to actionable intelligence

10x

Fewer manual reviews

Agents handle triage autonomously

<3 min

Anomaly to action

Detection, reasoning, and dispatch

24/7

Predictive coverage

Continuous monitoring across every asset

Intelligence pipeline

From signal to foresight.

Every data point flows through four stages — each one compounding value for the next.

01

Data

Raw telemetry, IoT signals, and operational feeds — unified in real time.

02

Insights

Pattern recognition, anomaly scoring, and contextual reasoning — automated.

03

Actions

Work orders, dispatch, alerts, and system responses — executed with precision.

04

Prediction

Failure forecasting, cost modeling, and optimization — before the problem arrives.

How it works

Anatomy of the service.

Five intelligent layers — from raw signal to autonomous action.

01

Data Ingestion

Telemetry, IoT sensors, ERPs, SCADA, APIs — unified in real time.

02

Knowledge Graphs

Ontologies, entity relationships, and domain context — structured automatically.

03

Data Agents

Pattern detection, signal analysis, anomaly scoring — always running.

04

Action Agents

Work orders, dispatch, alerts, notifications — executed autonomously.

05

Industry Agents

Fleet, energy, utilities, manufacturing — domain expertise built in.

Architecture

Intelligence that never sleeps.

An industry-native agentic system that discovers data, organizes it, understands it — and acts on it.

Security · Ethics · Compliance · Guardrails

User Experience

Human-in-the-Loop

Intuitive Interfaces
Human Oversight
Feedback Loops
Contextual Interaction

Tap a layer to explore

EV & Fleet Intelligence

Every dollar, every asset, every decision — visible.

Idle reduction, energy optimization, battery health, and TCO calculation. Real-time telemetry meets predictive maintenance in a single intelligent view.

TCO Calculator showing fleet cost analysis over 10 years with ROI breakdown
Alert dashboard showing cooling system anomaly with signal trends and workflow progress

Predictive Maintenance

Catch the failure before the failure catches you.

Signal trend analysis, root cause reasoning, automatic work order creation, and parts identification. From anomaly to action in minutes.

AI Command Center

Ask anything. Get everything.

Natural language and voice-driven queries across your entire operation. Multi-agent reasoning with full SSOT grounding.

WorkForce Intelligence AI command center with natural language input

Agents that feel right.

Self-Organizing

Continuously maps new data sources, protocols, and schemas without manual configuration. The platform grows as your operations grow.

Self-Adjusting

Models adapt to changing operational realities. New fleet compositions, regulatory shifts, seasonal patterns — absorbed automatically.

Self-Healing

Data inconsistencies and schema conflicts detected and resolved in real time. Missing values imputed, duplicates reconciled, drift corrected.

Self-Optimizing

Agents improve workflows, reduce idle cost, and refine decisions over time. Every interaction makes the system smarter.

Data. Reasoning. Execution.

Agents that do not just analyze. They act with precision and full operational context.

Answer Q&A

Domain-specific questions answered with full SSOT context and reasoning transparency.

Generate Dashboards

Dynamic visualizations created on demand. KPIs, fleet systems, LLM insights, ROI tables.

Trigger Actions

Automated work orders, dispatch scheduling, and parts ordering from a single anomaly detection.

Orchestrate

Multi-step processes coordinated across agents, systems, and approval chains.

Surface Anomalies

Pattern detection across signal trends, cost deviations, and operational drift.

Optimize

Proactive suggestions to reduce cost, improve uptime, and extend asset life.

Multi-LLM Orchestration

The right model for every moment.

Auto-fallback between Claude, OpenAI, and Mistral. Voice AI, TCO resolution, dashboard generation — each routed to the optimal model.

LLM Configuration with auto-fallback between Claude, OpenAI, and Mistral