FacilityBot AiR FDEs

Custom AI Agent & Workflow Deployment for Enterprise FM Operations

FacilityBot AiR FDEs are AI-enabled, Remote Forward-Deployed Engineers. Get a dedicated AiR FDE to vibe-code custom tools, connect legacy systems, and embed AI automation across your entire building portfolio.

  • IFMA FM Technology Provider of the Year 2024
  • Deployed in 10+ countries since 2018
  • 99.95% platform uptime
The model

What is a FacilityBot AiR FDE?

FacilityBot AiR FDEs — AI-enabled, Remote Forward-Deployed Engineers. A Forward Deployed Engineer (FDE) is a software engineer who works directly inside a client's operations instead of inside a product team. At FacilityBot, your AiR FDE joins your FM or field service team on weekly calls, learns how your sites actually run, and builds the custom tools your business needs, whether they extend the FacilityBot platform or stand alone. Behind your FDE is the expertise of the wider FacilityBot team, including our System Architect.

What does “vibe-coding” mean here?

Vibe-coding is AI-assisted software development. The engineer describes what a tool should do, and AI coding models write most of the code. Your AiR FDE reviews, tests and deploys every line that reaches your sites. Builds don't have to connect to FacilityBot: they can be standalone systems for your HR, finance or marketing teams. Either way, each one is held to the same standards as the FacilityBot platform, from system architecture and code review to security and data handling.

The result: operator ideas become deployed tools, with production-grade review.

Why embed an AiR FDE

Why do FM companies embed an AI engineer in their operations?

Software alone rarely fits every site. A dedicated engineer turns the requests your operators raise every week into working tools.

Rapid Vibe-Coding & Custom Tools

Turn operator ideas into deployed site tools using modern AI code acceleration. Each sprint works through the requests your operators raise most.

Seamless Multi-Site Rollouts

Strengthen HQ control across commercial, industrial and educational portfolios with agentic workflows tailored to each site.

Dedicated Engineering Partner

One engineer bridges your site operators and the underlying technology. No separate IT procurement cycle and no rigid consulting Statement of Work to renegotiate every time a need changes.

How it works

How does the AiR FDE model work?

Three phases, repeated sprint by sprint throughout your engagement.

  1. Week 1, then weekly

    Discovery & Scoping

    Weekly remote syncs and video site walk-throughs uncover the manual work slowing your operation: duplicate data entry, spreadsheet reporting, missed handoffs between sites and HQ.

  2. Each sprint

    Rapid Prototyping

    Your AiR FDE vibe-codes custom FacilityBot extensions, custom dashboards and localised AI agents, and puts a working prototype in front of your team for feedback.

  3. Ongoing

    Deployment & Iteration

    Live rollout to field technicians and building managers through the messaging apps they already use, followed by continuous tuning based on real-world feedback from every site.

Capabilities

What can an AiR FDE build for your FM operation?

Typical AiR FDE builds for multi-site FM and field service teams. Some extend the FacilityBot platform; others are standalone systems for the rest of the business.

HQ portfolio dashboards

Client-ready SLA, KPI and cost reports across every site, built once and refreshed automatically instead of compiled by hand each month.

About custom dashboards

AI triage & dispatch agents

Agents that read incoming fault reports, photos and messages, assign priority and trade, and route work to the right team or contractor for each site.

About configurable workflows

IoT & BMS integrations

Sensor readings and BMS alarms that open work orders automatically, with thresholds, escalation rules and site context set per building.

About IoT sensor integration

Business systems beyond FM

Standalone tools for HR, finance, marketing or procurement teams, plus two-way links with ERP and accounting systems where FM data needs to flow, so nothing gets typed in twice.

See existing integrations

Site-specific inspection tools

Custom checklists, audit forms and compliance packs for regulated sites such as hospitals, data centres and government buildings.

Browse the checklist library

Messaging-first AI assistants

Assistants on WhatsApp, Microsoft Teams or Telegram that answer occupant questions, log requests and update technicians in the apps they already use.

About automated FAQ responses
Compare your options

How does an AiR FDE compare with hiring developers or a consultancy?

Three common ways FM companies get custom software built, side by side.

General comparison of delivery models. Actual timelines and costs vary by scope.
FactorFacilityBot AiR FDEIn-house software teamIT consultancy project
How work is deliveredWeekly sprints, prototype firstDepends on hiring and team capacityFixed project phases after SOW sign-off
Knowledge of your FM platform and workflowsFamiliar with FacilityBot as the core CMMS, and with Facilities Management and Field Service Management workflows, from day 1Must learn your systems firstVaries by vendor
Handling changing requirementsReprioritised every weekly sprintFlexible, if headcount allowsChange requests and re-quotes
ProcurementOne flat monthly retainer, minimum 3 monthsHiring, payroll and retentionSeparate tender and SOW per project
Support after launchSame engineer keeps iteratingDepends on team availabilitySeparate maintenance contract
Engagement

How is the AiR FDE service priced?

One simple model: a flat monthly retainer for a dedicated AiR FDE (AI-enabled, Remote Forward-Deployed Engineer), with a minimum engagement of 3 months.

FAQ

Frequently asked questions about FacilityBot AiR FDEs

What is a Forward Deployed Engineer in facilities management?

A Forward Deployed Engineer (FDE) is a software engineer assigned to work directly with a client's operations team. At FacilityBot, the service is called FacilityBot AiR FDEs: AI-enabled, Remote Forward-Deployed Engineers. Your AiR FDE joins weekly calls with your FM or field service team, finds the manual work that slows your sites down, and builds custom tools, AI agents, dashboards and integrations. Builds can extend the FacilityBot platform or stand alone as systems for other teams such as HR, finance or marketing. Because the FDE is drawn from FacilityBot's own Development Team, they already know FM and field service workflows and their technology pain points, and they are supported by the wider FacilityBot team, including its System Architect.

What does vibe-coding mean, and is it safe for production FM systems?

Vibe-coding is AI-assisted software development, where an engineer describes what a tool should do and uses AI coding models to write most of the code quickly. FacilityBot's FDE reviews, tests and deploys every build that goes live, and every system is held to the same standards as the FacilityBot platform itself, from system architecture and code review to security and data handling. This applies whether a build extends FacilityBot or is a standalone system for HR, finance, marketing or another team. See FacilityBot's security status for details.

How does work progress during an AiR FDE engagement?

Work runs in weekly engineering sprints. Your FDE scopes each build with your team, puts a working prototype in front of technicians and building managers for feedback, then rolls it out across your sites and keeps refining it. Engagements run for a minimum of 3 months, so each build can be improved through real-world use.

Do we need our own IT or software team to work with an AiR FDE?

No. The FDE handles design, build, testing and deployment. Your team supplies operational knowledge: how sites run, where work gets stuck and what HQ needs to see. IT only needs to be involved when a build connects to a system they control, such as an ERP or a BMS.

Which systems can a FacilityBot AiR FDE integrate with?

Common integrations include building management systems (BMS), IoT sensors, BIM models, ERP and accounting systems, HR and attendance systems, and messaging channels such as WhatsApp, Microsoft Teams and Telegram. Anything with an API, webhook, database export or structured email can usually be connected.

Is the AiR FDE service only for Singapore?

The service is remote-first and focused on Singapore and Southeast Asia, where most of FacilityBot's enterprise FM customers operate. Because discovery and site walk-throughs run over video call, FacilityBot can support portfolios in any of the 10+ countries where it is deployed.

How is the AiR FDE service priced?

The AiR FDE service is offered as an Innovation Retainer: a flat monthly fee covering dedicated weekly engineering sprints and custom AI agent builds, with a minimum engagement of 3 months. It is a separate service from the FacilityBot subscription, and the fee is scoped to your sprint capacity on the strategy call.

Get started

Request an AiR FDE consultation

Tell us about your portfolio and the bottleneck you most want to fix. We'll come back with a scoped first sprint.

  • A 30-minute strategy call with the FacilityBot team
  • A shortlist of quick-win builds for your sites
  • A proposed first sprint and timeline

Prefer email? Write to sales@facilitybot.co or call +65 8588 8375.

We use your details only to respond to this request, in line with Singapore's PDPA.