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.
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.
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.
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.
Software alone rarely fits every site. A dedicated engineer turns the requests your operators raise every week into working tools.
Turn operator ideas into deployed site tools using modern AI code acceleration. Each sprint works through the requests your operators raise most.
Strengthen HQ control across commercial, industrial and educational portfolios with agentic workflows tailored to each site.
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.
Three phases, repeated sprint by sprint throughout your engagement.
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.
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.
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.
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.
Client-ready SLA, KPI and cost reports across every site, built once and refreshed automatically instead of compiled by hand each month.
About custom dashboardsAgents 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 workflowsSensor readings and BMS alarms that open work orders automatically, with thresholds, escalation rules and site context set per building.
About IoT sensor integrationStandalone 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 integrationsCustom checklists, audit forms and compliance packs for regulated sites such as hospitals, data centres and government buildings.
Browse the checklist libraryAssistants on WhatsApp, Microsoft Teams or Telegram that answer occupant questions, log requests and update technicians in the apps they already use.
About automated FAQ responsesThree common ways FM companies get custom software built, side by side.
| Factor | FacilityBot AiR FDE | In-house software team | IT consultancy project |
|---|---|---|---|
| How work is delivered | Weekly sprints, prototype first | Depends on hiring and team capacity | Fixed project phases after SOW sign-off |
| Knowledge of your FM platform and workflows | Familiar with FacilityBot as the core CMMS, and with Facilities Management and Field Service Management workflows, from day 1 | Must learn your systems first | Varies by vendor |
| Handling changing requirements | Reprioritised every weekly sprint | Flexible, if headcount allows | Change requests and re-quotes |
| Procurement | One flat monthly retainer, minimum 3 months | Hiring, payroll and retention | Separate tender and SOW per project |
| Support after launch | Same engineer keeps iterating | Depends on team availability | Separate maintenance contract |
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.
For FM companies, property managers and field service teams with a steady stream of custom needs across their sites.
Flat monthly fee
Minimum 3-month engagement, scoped to your sprint capacity
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.
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.
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.
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.
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.
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.
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.
Tell us about your portfolio and the bottleneck you most want to fix. We'll come back with a scoped first sprint.
Prefer email? Write to sales@facilitybot.co or call +65 8588 8375.