Mid-Market & Enterprise AI

Your Operations Are Generating Data. Your AI Should Be Acting on It.

Minds On Fire designs and deploys enterprise-grade AI systems that eliminate operational drag, surface intelligence from your data, and automate the workflows your teams are doing manually today. We build for complexity — multi-system integrations, compliance-aware architectures, and agentic platforms that scale with your organization.

Operational Impact — Client Benchmarks
Reduction in manual processing time across operations
73%Time Saved
Faster service quoting for field service organizations
Quote Speed
Reduction in order exception escalations for distributors
68%Fewer Exceptions
Increase in remarketing conversion from dormant accounts
3.2×Conversion Lift

Built for the Complexity of Real Organizations

We don't sell software subscriptions. We engineer AI systems custom-built for your organization's data, workflows, and integration environment.

01

Agentic Workflow Automation

Multi-step AI agents that execute complex business processes end-to-end — from data ingestion to decision-making to action — without human intervention at each step.

02

Unified Intelligence Architecture

We connect your ERP, CRM, field systems, and communication platforms into a single AI layer that reads, reasons, and acts across your entire operational stack.

03

Internal Efficiency Systems

AI-powered tools that eliminate the manual, repetitive work your teams do every day — exception management, report generation, compliance checks, and internal routing.

04

Custom AI Platform Development

Full-stack AI platforms built for your organization — custom dashboards, model integrations, MCP server deployments, and internal tools your teams actually use.

What Internal Efficiency Looks Like in Practice

These are real operational problems we solve. Each engagement is custom-built — but these examples show the type of complexity we're built for.

Insurance · Revenue Recovery

Dormant Policy Remarketing at Scale

Most insurance organizations have thousands of dormant accounts — lapsed policies, unconverted quotes, and past clients who went quiet. Manually re-engaging them is expensive and inconsistent. We build AI remarketing systems that identify high-intent re-engagement windows, generate personalized outreach, and route warm responses to your producers automatically.

  • AI identifies dormant accounts by lapse date, policy type, and re-engagement probability
  • Personalized multi-channel sequences deployed without manual effort
  • Warm responses routed to the right producer with full context
  • Integrates with your existing AMS or CRM — no data migration required
Discuss This Use Case →
System Flow — Insurance Remarketing Agent
3.2×
Conversion Lift
87%
Less Manual Work
01 AMS/CRM pulls dormant account data nightly
02 AI scores re-engagement probability by account
03 Personalized outreach sequences deployed automatically
04 Responses detected and routed to assigned producer
05 Performance dashboard updated in real-time
Trades & Field Services · Operational Efficiency

AI-Powered Service Quoting for Field Teams

Field service companies lose hours every day to manual quoting — technicians calling back to the office, coordinators building estimates from scratch, and customers waiting days for a number. We build AI quoting systems that let field teams generate accurate, approved quotes on-site using a mobile interface backed by your pricing logic and job history.

  • Technician inputs job scope on mobile — AI generates quote in under 60 seconds
  • Quotes reference your actual pricing rules, parts database, and labour rates
  • Manager approval workflow built in for jobs above threshold
  • Quote accepted → work order created automatically in your field management system
Discuss This Use Case →
System Flow — Field Quoting Agent
Faster Quotes
91%
Quote Accuracy
01 Technician opens mobile app on-site
02 Describes job scope — AI parses and classifies
03 AI references pricing DB and generates quote
04 Quote reviewed and sent to customer on-site
05 Acceptance triggers work order in field system
Distribution & Logistics · Internal Efficiency

Order Exception Management Automation

Distribution operations generate hundreds of order exceptions every week — backorders, substitutions, pricing discrepancies, and delivery failures. Managing them manually means your team spends hours triaging emails and updating systems instead of solving the actual problem. We build AI exception management systems that classify, route, and resolve the majority of exceptions without human intervention.

  • AI classifies incoming exceptions by type, urgency, and resolution path
  • Standard exceptions resolved automatically using your business rules
  • Complex exceptions escalated with full context and recommended resolution
  • Customer communications sent automatically for impacted orders
Discuss This Use Case →
System Flow — Exception Management Agent
68%
Auto-Resolved
73%
Time Saved
01 Exception detected in ERP or order management system
02 AI classifies by type, urgency, and resolution path
03 Standard exceptions resolved automatically
04 Complex exceptions escalated with full context
05 Customer notified automatically for impacted orders
Industrial & Manufacturing · Revenue Acceleration

Complex Service Quoting for Industrial Organizations

Industrial service organizations deal with multi-variable quoting — equipment specifications, compliance requirements, parts availability, and custom labour configurations. We build AI quoting platforms that ingest RFQs, cross-reference your technical database, and produce accurate quotes in minutes rather than days — giving your sales team a competitive edge on response time.

  • RFQ ingested via email, portal, or direct input — AI parses specifications automatically
  • Cross-references parts database, compliance requirements, and historical job data
  • Draft quote generated for engineer review — not from scratch, from a strong baseline
  • Quote history and win/loss data feeds back into AI to improve accuracy over time
Discuss This Use Case →
System Flow — Industrial Quoting Agent
Faster Response
40%
Win Rate Lift
01 RFQ received via email or customer portal
02 AI parses specs, quantities, and compliance needs
03 Cross-references parts DB and historical jobs
04 Draft quote generated for engineer review
05 Approved quote sent — outcome logged for learning

Built on a Unified Intelligence Stack

Every system we build follows a layered architecture that separates data ingestion, reasoning, and action — giving you full control, auditability, and the ability to evolve the system as your organization changes.

We deploy on your infrastructure or in a managed cloud environment. All integrations are built to your existing systems — no rip-and-replace, no new platforms to learn.

Discuss Your Architecture →
🔗
Layer 1 · Data
Integration & Ingestion
ERP, CRM, AMS, field systems, email, APIs — unified into a single data layer
🧠
Layer 2 · Intelligence
AI Reasoning Engine
LLM-powered reasoning with your business rules, context, and decision logic
Layer 3 · Agents
Agentic Workflow Layer
Purpose-built agents that execute multi-step processes autonomously
🖥️
Layer 4 · Interface
Human-in-the-Loop Controls
Dashboards, approval workflows, and override controls for your team
📡
Layer 5 · MCP
MCP Server & External Actions
Model Context Protocol for structured AI-to-system communication at scale

Sectors We Specialize In

We go deep in a small number of verticals — which means we understand your workflows, your compliance environment, and your competitive pressures before we start building.

🏢

Insurance & Financial Services

From MGA operations to independent brokerages, we build AI systems that handle the administrative burden of compliance, quoting, and client communication.

  • Dormant policy remarketing
  • Renewal automation and client retention
  • Compliance document processing
  • Producer performance dashboards
🔧

Trades & Field Services

HVAC, electrical, plumbing, and specialty contractors — we build mobile-first AI tools that give field teams the intelligence they need to close jobs faster.

  • On-site AI quoting for technicians
  • Technician scheduling and dispatch optimization
  • Parts and inventory intelligence
  • Customer communication automation
🏭

Industrial & Manufacturing

Complex RFQ environments, multi-variable pricing, and compliance-heavy operations — we build AI systems that handle the complexity so your engineers can focus on engineering.

  • AI-assisted RFQ and quoting
  • Compliance and specification parsing
  • Supplier communication automation
  • Production exception management
📦

Distribution & Logistics

High-volume order environments with constant exceptions, substitutions, and customer communications — we automate the triage and resolution workflows that consume your operations team.

  • Order exception classification and resolution
  • Backorder and substitution management
  • Customer notification automation
  • Carrier and vendor communication
🏗️

Construction & Engineering

Project-based businesses with complex documentation, subcontractor coordination, and client reporting requirements — we build AI systems that keep projects on track and stakeholders informed.

  • Subcontractor coordination automation
  • RFI and submittal processing
  • Project status reporting
  • Change order management
🏥

Healthcare & Professional Services

Compliance-sensitive environments where accuracy and auditability are non-negotiable — we build AI systems with the governance controls that regulated industries require.

  • Patient intake and scheduling automation
  • Documentation and coding assistance
  • Referral and follow-up management
  • Compliance monitoring and reporting

From Discovery to Production

A structured engagement model built for organizations that need results, not experiments.

We've Been Building AI Systems Since 2020

Most AI consultancies started in 2023. We've been engineering AI systems for businesses since 2020 — which means we've seen what works, what fails, and what it actually takes to get AI into production in a complex organization. We bring that experience to every engagement.

5+
Years building AI systems for business
6
Industry verticals with deep operational expertise
100%
Custom-built — no off-the-shelf platforms
Book a Strategy Call →

No commitment. A 30-minute conversation about what's possible for your organization.

Ready to Talk About What AI Can Do for Your Organization?

We work with a small number of mid-market and enterprise clients at a time. If you're evaluating AI for internal efficiency, operational automation, or a custom platform build — let's have a real conversation about what's possible.

Or visit mindsonfire.ca to learn more about our full range of services.