Platform

AI Agent Platform for Industrial Operations

Connect service workflows, automation systems, and enterprise data through intelligent AI agents that turn unstructured events into structured, actionable work.

Overview

Platform Overview

Droplet AI is an AI-driven operations platform that connects service workflows, automation systems, and enterprise data, transforming unstructured events into structured, executable work cycles.

AI Agent Platform

Intelligent agents that analyze service tickets, query systems, generate recommendations, and write results back to source systems.

  • Automated evidence collection from logs, metrics, and system states
  • Root cause analysis and next-step recommendations
  • Structured work item creation with evidence packages
  • Seamless integration with existing ticketing systems
Field Service OS

Voice-first field operations platform with structured reporting, evidence management, and bilingual capabilities.

  • Voice-powered ticket creation and field updates
  • Automated extraction of parts, labor, steps, and downtime causes
  • SOP-guided execution with instant deliverables
  • Dual-language reports for multinational operations
Core concepts

Core Concepts

Evidence-first, auditable execution — designed for warehouse automation operations.

Evidence Pack
We don't just store tickets — we store evidence and decision traces: audio, photos, system snapshots, logs, metrics, and the reasoning behind recommendations.
WorkItems
WorkItems represent operational work across hardware and software: maintenance, repair, installation, inspection, and IT troubleshooting.
Agentic Workflow
Agents operate under controlled policies: read-only by default, auditable actions, human-in-the-loop approvals when needed.
Components

Components

Agents and workflows that connect systems, teams, and field execution.

AI Ops Agent
  • Ingest tickets from OEM or enterprise systems
  • Gather evidence: logs, metrics, status snapshots
  • Recommend likely root causes and next steps
  • Push updates back to the original system
AI Field Agent
  • Voice-first ticket creation and field updates
  • Structured extraction of parts, labor, steps, downtime causes
  • AI-guided SOP and execution checklist
  • Instant report generation and acceptance workflows
Integrations & Connectors
  • OEM systems: RMS/WMS/SCADA and ticketing tools
  • Databases: PostgreSQL/MySQL/Oracle
  • Observability: logs and monitoring platforms
  • Secure read-only templates and controlled access
Workflow

How It Works

A repeatable loop: evidence → decisions → actions → outcomes → learning.

01
An issue occurs (reported by human or system)
02
Agent gathers evidence (status, logs, metrics)
03
Agent creates/updates a WorkItem with an Evidence Pack
04
Engineer receives the task and follows AI-guided steps
05
Completion data becomes structured and reusable
06
Reports and outcomes are delivered back to stakeholders and systems
Solutions

Solutions

Built for OEMs, operators, and service providers in warehouse automation.

For OEM / Automation Manufacturers
Reduce support load and scale global service operations
  • AI-assisted L2/L3 troubleshooting for recurring issues
  • Evidence-driven recommendations pushed into your ticketing system
  • Faster resolution and consistent service quality across sites
  • Support global expansion with local delivery and maintenance capabilities
For Operators
Improve uptime and throughput across automation systems
  • Faster issue triage and dispatch
  • Field workflows that reduce documentation time
  • Unified service visibility across robotics and material handling
  • Structured data for MTTR/SLA and root-cause trends
For Service Providers
Deliver professional service with speed and consistency
  • Voice-first field reporting and instant deliverables
  • SOP-guided execution and reduced rework
  • Bilingual reports to support multinational customers
  • Data-driven proof of value for billing and renewals
Industries

Industries & Scenarios

Warehouse automation scenarios where evidence-first service operations matter.

Logistics Automation
AMR fleets, WMS/RMS integration, throughput stability, service scalability.
Manufacturing Automation
Mixed equipment environments, downtime reduction, standard procedures and compliance.
Multi-Vendor Sites
Cross-system troubleshooting, unified evidence and workflows, single view of service operations.
Security

Security & Trust

Security by Design

  • Read-only by default for external systems
  • Template-based query access (no free-form SQL in production)
  • Full audit trails for evidence and updates
  • Role-based access control (customer / OEM / provider / engineer)
  • Human-in-the-loop approvals for sensitive actions
Operating principles
Read-only by default, templates over free-form queries, full audit trails, and human-in-the-loop when actions are sensitive.
Designed to work with enterprise requirements (OEM + site IT), while staying practical for field execution.
About

About Us

Droplet AI is an AI-driven operations company focused on service execution and automation outcomes. We combine AI agent engineering with field delivery expertise to build systems that work in production.

Contact
Ready to improve service and automation operations?
hello@dropletai.services