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Andrew Swiler, Founder of Ironback.ai
Founder

Andrew Swiler

Founder of Ironback, a dedicated AI operations partner for service businesses. Andrew leads every client roadmap, backed by a team that builds and runs the work.

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Background

Ironback started from a simple operating problem: buying software and getting an operation to use it as one system are different jobs.

Across service businesses, calls, quotes, schedules, documents, follow-up, and invoices often live in different systems with people manually carrying the work between them.

Ironback was built to own that in-between work. One dedicated partner maps the operation and owns the roadmap. A team behind that partner handles integration, automation, testing, documentation, and ongoing operations.

Areas of Expertise

Service Business Operations

Workflow design across customer intake, estimating, scheduling, documentation, follow-up, billing, and owner reporting.

Systems Integration

Connecting CRM, field service, document, accounting, and reporting systems without forcing a full-stack replacement.

Human-Controlled Automation

Automating repeatable work while keeping technicians and reviewers in control of compliance and judgment-sensitive decisions.

Revenue Workflows

Designing the operating path from customer demand through qualification, quote, approval, delivery, and invoice.

Operating Baselines

Establishing the starting measures and assumptions before projecting value, then reporting what changed after implementation.

Published Articles

Industry analysis and operational insights for specialty trade contractors.

Buying Guide · 9 min read

AI Automation Pricing for Service Businesses: What You Actually Pay For

AI automation pricing ranges from a small software subscription to a managed operating partnership. Here is how to compare the real cost, scope, and ownership of each option.

Practical Guide · 10 min read

12 Back-Office Automation Examples for Service Businesses

Twelve practical back-office automation examples across intake, dispatch, documentation, billing, follow-up, reporting, and inventory—with the controls each workflow needs.

Implementation Guide · 9 min read

What Should You Automate First? A Service Business Prioritization Guide

Choose the first workflow to automate using frequency, burden, stability, data readiness, reversibility, and financial evidence—not whichever AI demo looks most impressive.

Financial Guide · 10 min read

How to Calculate AI Automation ROI Without Inflating the Numbers

Calculate AI automation ROI with a defensible baseline, complete cost model, and separate estimates for cash savings, capacity, revenue opportunity, and risk reduction.

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.

Industry Deep Dive · 8 min read

AI Voice Agent for Fire Sprinkler Companies

AI voice agents help fire sprinkler companies handle calls faster, route emergencies instantly, and automate scheduling with structured, real-time responses.

Industry Deep Dive · 8 min read

Fire Sprinkler Inspection Invoice Automation

Automate fire sprinkler inspection invoicing to reduce billing time from 10 days to 48 hours, improve NFPA 25 compliance, and recover $13K in cash flow.

Industry Deep Dive · 8 min read

Hood Cleaning Contractor Compliance Documentation AI: Clean Compliance Docs Without the Morning Paperwork

Hood cleaning contractor compliance documentation AI automates NFPA 96 reports, certificates, and records to cut paperwork and improve inspections.

Industry Deep Dive · 9 min read

Ansul Contractor 6 Month Renewal Automation: The System That Keeps You Fully Booked Without Chasing Clients

Ansul contractor 6 month renewal automation uses a 4-touch reminder sequence with CRM tagging to protect $140K+ in annual repeat revenue on autopilot.

Industry Deep Dive · 12 min read

How to Build a $200,000/Year Preventive Maintenance Program Without Chasing Quarterly Renewals

Compressed air preventive maintenance contract automation uses IoT and AI to cut downtime 90%, reduce energy costs 30%, and build $200K+ revenue.

Industry Deep Dive · 9 min read

AI Estimating for Compressed Air Service Companies: Quote Atlas Copco and Kaeser Repairs the Same Day

AI estimating software helps compressed air repair companies quote Atlas Copco and Kaeser jobs in seconds, cutting quoting time by up to 90%.

Industry Deep Dive · 9 min read

AI Voice Agent for Steam Boiler Contractors: Triage 40 Emergency Calls Without Missing One Job

An AI voice agent for steam boiler contractors answers every call, triages emergencies, and books jobs 24/7 so you never lose a service opportunity.

Industry Deep Dive · 9 min read

How to Close $40,000 Boiler Replacement Jobs That Get Stuck in Property Management Approval

A boiler replacement quote follow up system automates nurturing through property management approval chains, increasing close rates from 15% to over 40%.

Industries Served

Ironback serves specialty trades, healthcare, professional services, construction, logistics, property management, and other service businesses with expensive manual operations. Specialty trades remain our deepest operating context while market traction determines where we concentrate next.

See the industries we serve

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