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Andrew Swiler, Founder of Ironback.ai
Founder

Andrew Swiler

Builds and manages AI operations systems for specialty trade contractors. Every Ironback engagement is managed personally — from the initial assessment through ongoing optimization.

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Background

Before founding Ironback, Andrew built AI operations systems for service businesses — learning firsthand that the gap between buying AI tools and getting value from them costs contractors $90,000 to $200,000 a year.

The pattern was always the same: a 30-person trade company buys a CRM, a scheduling tool, a voice AI agent, and a compliance app. Six months later, half of it is shelfware because nobody had time to configure it, connect it to their other systems, or train the team.

Ironback was built to fill that gap. Instead of selling software, Andrew's team embeds a trained AI operations specialist inside each client's business — someone who shows up in their Slack, learns their team by name, and manages every AI system from phones to paperwork to parts.

Areas of Expertise

AI Operations for Trades

Designed and deployed AI operations systems for 25+ specialty trade verticals, from fire sprinkler inspection to marine diesel repair.

Voice AI & Call Handling

Built voice AI systems that handle after-hours emergency calls for contractors — capturing jobs that would otherwise go to voicemail and a competitor.

Compliance Automation

Automated NFPA, OSHA, EPA, and state-level compliance documentation for field service companies, replacing paper forms with digital workflows.

Estimating & Quoting Systems

Developed AI-assisted estimating workflows that cut quote turnaround from days to hours for complex trade jobs.

Operational Waste Analysis

Created the methodology behind Ironback's AI Operations Assessment, which identifies $50K-$200K in annual waste across 7 operational categories.

Published Articles

Industry analysis and operational insights for specialty trade contractors.

Industry Deep Dive · 6 min read

How Fire Sprinkler Companies Lose $95K a Year to Missed Calls and Manual Dispatch

A 30-person fire sprinkler company with 8 trucks and a front desk that closes at 5 PM is bleeding money in seven places. Here's the math.

Industry Deep Dive · 5 min read

The Hidden Cost of After-Hours Downtime for Compressed Air Service Companies

When a manufacturing line goes down because the compressed air system failed at 11 PM, the plant manager is calling every number in their phone. If yours goes to voicemail, you just lost an $11,000 job.

Industry Deep Dive · 5 min read

Why Biohazard Cleanup Companies Can't Afford to Send Callers to Voicemail

When someone calls a biohazard cleanup company, they're in the worst moment of their life. They are not going to leave a voicemail. They're going to call the next number.

Industry Deep Dive · 6 min read

Commercial Boiler Service Companies Are Losing $140K a Year to Manual Operations

A 35-person commercial boiler service company running paper-based inspections and manual dispatch is bleeding $140K annually. The math is on your payroll.

Industry Deep Dive · 6 min read

Standby Generator Service Companies: The $115K Operations Problem Nobody Talks About

Generator service companies live and die by response time. When the power goes out, the customer calls three companies. The one that answers gets the job.

Industry Deep Dive · 5 min read

Mobile Hydraulic Repair Companies Waste $135K a Year on Dispatch Alone

When a hydraulic cylinder blows on a job site, the contractor is losing $5,000-$15,000 per hour in idle equipment and crew time. Your response time is their bottom line.

Industry Deep Dive · 6 min read

Commercial HVAC Companies: $145K in Annual Waste Hiding in Your Back Office

A 40-person commercial HVAC company with 200+ maintenance contracts is spending $145K a year on manual scheduling, paper-based inspections, and missed after-hours calls.

Industry Deep Dive · 6 min read

The Estimating Bottleneck That Costs Commercial Roofing Companies $175K a Year

A commercial roofing company with 2 estimators and $22K average tickets is losing $175K annually because quotes take too long, follow-ups don't happen, and storm calls go to voicemail.

Industry Deep Dive · 6 min read

Environmental Remediation Companies Spend $195K a Year on Manual Compliance Work

Environmental remediation is the most documentation-heavy trade in the industry. Every job generates 50-100 pages of compliance paperwork. Most of it is still done by hand.

Industry Deep Dive · 5 min read

Mobile Crane Companies Lose $155K a Year to Scheduling Chaos and Missed Calls

A crane sitting idle because dispatch sent it to the wrong site costs $3,000-$5,000 per day. A missed call for a $16,500 pick costs even more.

Industry Deep Dive · 5 min read

Industrial Electrical Contractors Lose $165K a Year to Slow Quotes and Manual Dispatch

At $18,500 per average job, an industrial electrical contractor that takes two weeks to deliver a quote is handing revenue to the company that quotes in three days.

Industry Deep Dive · 5 min read

Emergency Tree Removal Companies: How to Capture $180K in Storm-Season Revenue You're Currently Losing

After a major storm, a tree service company gets 200+ calls in 48 hours. The ones that answer every call and schedule fastest capture 60% of the available work.

Industry Deep Dive · 5 min read

Fire Alarm Companies Waste $95K a Year on Inspection Paperwork and Missed Callbacks

Fire alarm and life safety companies run on inspection contracts. When your inspection paperwork takes longer than the inspection itself, something is broken.

Industry Deep Dive · 5 min read

Commercial Refrigeration Companies: Every Hour of Downtime Costs Your Customer $1,000+

When a walk-in cooler fails at a restaurant or a display case goes down at a grocery store, the clock starts on $1,000+ per hour in spoiled product. Your response time determines whether they call you next time.

Industry Deep Dive · 5 min read

Underground Utility Contractors: $130K in Annual Waste from Manual Estimating and Dispatch

Underground utility work runs on tight margins and tighter schedules. When your estimating takes two weeks and your dispatch runs on phone calls, you're leaving $130K on the table.

Industry Deep Dive · 5 min read

Commercial Plumbing Companies Leave $120K on the Table Every Year in Unfollowed Quotes

A commercial plumbing company sends 300 quotes per year. 40% never get a single follow-up. At $9,500 per job, that's $120K+ in recoverable revenue sitting in your inbox.

Industries Served

Andrew has built AI operations playbooks for fire sprinkler inspection, commercial fire suppression, industrial compressed air, commercial steam boiler, biohazard cleanup, standby generator service, mobile hydraulic repair, emergency tree removal, commercial garage door, heavy equipment repair, marine diesel, private aviation, commercial aquatics, equine veterinary, and high-end hardscaping — among others.

See all industries we serve

Talk to Andrew about your operation

Every Ironback engagement starts with a conversation. Book a free 30-minute call — no pitch, just an honest assessment of whether AI operations makes sense for your business.

Free AI Operations Audit