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ComFire SOW (Phase 1)

Artemis (FileMaker) Solution Enhancement Proposal
Date: February 16, 2026  |  Version: 3.1 (Phase 1 - $395K Scope)

Project Objective

To provide technology consulting focused on process automation, architecture enhancements, and AI/ML-driven improvements to ComFire's ERP system—enhancing operations, increasing efficiency, and driving better business outcomes.

Phase 1 Focus: Foundation infrastructure (UI modernization, automated follow-up with SMS) plus high-impact AI (deficiency assessment).


North Star Hypotheses (Phase 1)

H1: Operational Bandwidth Role-optimized web interfaces will increase coordinator capacity by reducing time spent on queue management and data lookup by 15-25%, freeing hours each week for higher-value work.

H2: Response Time Automated follow-up detection with SMS capability will improve customer response time by hours, with consistent follow-up across all open work orders.

H3: Revenue Capture AI-powered deficiency assessment will identify 95%+ of repair opportunities, reducing missed revenue from overlooked deficiencies.

H4 (Margin Optimization) addressed in Phase 2.

H5: Scalability (Phase 1 Foundation) Phase 1 lays the groundwork for scalability: modern web interfaces reduce dependency on FileMaker-specific skills, streamlined UX reduces errors and training time, and platform independence enables faster feature development. Full scalability benefits — including reduced maintenance cost, improved user adoption, and higher throughput — compound in Phase 2.


Business Case

Current State Challenges

Challenge Impact
Manual follow-up queue management Coordinators spend hours sorting/filtering work orders
Missed follow-ups Revenue leakage from untracked deficiencies
Inconsistent follow-up execution Impedes review for both humans and AI; variable service quality
Customer churn from slow response Time-to-respond frustration drives customers to competitors
Data silos and no summarized view No single view of customer/location history; repeated issues go undetected
FileMaker UI limitations Can't scale or modernize without major rework
No SMS capability Slower affiliate/customer communication

Projected Benefits (Illustrative - Phase 1)

Based on placeholder assumptions. Master Design will validate with ComFire data.

Benefit Area Calculation Est. Value
H1: Operational Bandwidth 10 coordinators x $60K x 15% capacity recovered $90K
H3: Revenue Capture $70MM x 3% more x 20% margin $420K
Total ~$510K

Investment vs. Return (Illustrative)

Metric Value
Phase 1 Investment $395,000
Assumed Annual Benefit ~$510,000
Implied Payback ~9 months
Implied Year 1 ROI ~29%

Master Design phase will validate these assumptions with actual ComFire metrics.

Risk Mitigation


Investment Summary

Metric Value
Phase 1 Investment $395,000
Loops (2-week sprints) 22

How We Work

We deliver in 2-week sprints ("loops"). Each sprint is staffed by a blended Proof+Geist team, producing working, demonstrable output. You'll see progress every two weeks and have the opportunity to provide feedback that shapes the next loop.

Billing: Invoice monthly for completed sprints.

Flexibility: Workstreams can be resequenced based on business priorities. Allocations may adjust during D&D phase based on detailed requirements.


Estimate Disclaimer

This document represents a Rough Order of Magnitude (ROM) estimate based on our current understanding of scope and requirements. It is not a fixed-price commitment or guarantee of deliverables.

We commit to transparent communication if scope changes materially affect the estimate.


Work Type Pricing

1 Loop = 2 weeks of focused team delivery

Work Type Per Loop Team
D&D Standard $20,000 Sr Consultant, Lead Analyst, PM
Web $15,500 Developer, Sr Developer, PM
FileMaker $15,500 FM Developer, Sr FM Developer, PM
Intelligence $20,500 Sr AI/Data Engineer, AI Engineer, PM
UAT $16,000 PM, Developer, Business Analyst

Note: Internal QA/testing is baked into development loops. UAT is client-side acceptance testing.


Master Design Phase

Scope: Initial discovery and master architecture planning for Phase 1

Discovery Activities: - Stakeholder interviews and requirements gathering - Current system review and workflow documentation - Overall technical architecture and integration strategy - Project roadmap and sequencing

Hypothesis Validation: - Validate assumptions in H1-H3 with actual ComFire data - Quantify current coordinator time, deficiency capture rates - Identify baseline metrics for measuring success - Adjust scope and ROI projections based on findings

Complexity Factors: - Multi-role user base (service coordinators, project managers, affiliates, customers) - Complex workflow patterns (follow-up chains, deficiency assessment) - Legacy system constraints (FileMaker) - Multiple integration points

Deliverables: - Project roadmap and technical architecture - Validated hypotheses with baseline metrics - Refined scope and ROI projections - Detailed estimates for development workstreams

Work Type Loops Price
D&D Standard 2 $40,000

Total: $40,000


Workstream 3a: Work Order UI Decoupling

Scope: Move the "Customer Service" interface into standalone function/role-based web interfaces

Role-Based Interfaces: - Service Coordinators (KEC, Fire Services): Territory-based queues (e.g., "West" territory), status filtering (Open, Scheduled, Completed, Paperwork Due), Affiliate grouping - Operations: Cross-functional views, reporting

Note: PM interface is excluded from 3a — PMs already have a standalone assessment/AQR/Quote interface. PM-facing UI enhancements are scoped under Workstream 3e (Deficiency Assessment AI).

Data Display per Work Order: - Work order details, Location, Customer, Affiliate - Notes (with "Deficiency" notes highlighted) - Images (repair estimates, returned paperwork) - IVR data (check-in/out) - Email threads (external and FM-based)

Functionality: - Follow-up documentation (Affiliate/Customer, Inbound/Outbound, Call/Email) - Status updates with last follow-up date and type - Affiliate email dispatch (from FM or external client) - "Make Note All Records" for bulk operations

Data Management: - Bi-directional sync with FileMaker master DB - Data set cleanup and refresh - Sync conflict resolution

Complexity Factors: - Multiple distinct interfaces (2-3 roles) - Real-time or near-real-time sync requirements - FileMaker integration architecture - Data security and access control per role

Risk: MEDIUM - FileMaker UI surface limitations likely requiring new web-UI interfaces - Performance with large datasets - Sync conflict resolution

Deliverable: Production-ready web interfaces with FileMaker sync

Work Type Loops Price
D&D Standard 1 $20,000
Web 4 $62,000

Total: $82,000


Workstream 3b: Simple Follow-up Automation + SMS

Scope: Train and equip system to recognize work orders that are candidates for simple follow-up, with SMS outreach capability

Follow-up Criteria (rule-based detection): - Open: Need schedule date from Affiliate - Scheduled + past date: Need confirmation work completed, or reason for miss - Completed: Need paperwork from Affiliate - Paperwork Due: Need paperwork submission

Automation Features: - Automated queue generation per coordinator/territory - Notification/alerting to coordinators - Follow-up action documentation: - Creates note for each WO - Records communication type and date - Triggers email or SMS dispatch as configured

SMS Integration (NEW): - Twilio or similar SMS API integration - Opt-in/consent management for affiliates and customers - SMS message templates per follow-up type - Delivery tracking and response logging - Inbound SMS handling and routing

Communication Workflow Support: - Outbound Call documentation - Outbound Email documentation (external client or FM-sent) - Outbound SMS documentation - Inbound communication logging (email, SMS) - "Follow-up complete" flagging for communication chains

Complexity Factors: - Rule-based logic (relatively straightforward) - Integration with work order status system - SMS API integration and consent management - Notification system design

Risk: LOW-MEDIUM - Depends on clean data in FileMaker - SMS consent/compliance requirements

Deliverable: Automated follow-up detection and notification system with SMS capability

Work Type Loops Price
D&D Standard 1 $20,000
FileMaker 3 $46,500
Web 1 $15,500

Total: $82,000


Workstream 3e: Deficiency Assessment AI (Prototype)

Scope: Build and validate a prototype AI system that assists PMs in identifying deficiencies — proving the concept with real data before committing to production deployment

Goal: Answer the question: Can AI reliably surface deficiencies that PMs would otherwise miss?

Prototype Assessment Interface for PMs: Guided interface exposing contextual data for PM review: - Notes: "Deficiency" notes highlighted, any note indicating deficiency existence - Images: Repair estimate images, handwritten notes on returned paperwork, equipment photos - Work Order Comments: Deficiency data, work requested/required insights - Work Order Fields: Instructions, Customer description, Deficiency description - Related Records: Other Estimates/Quotes/Work Orders for same location/service with their notes/images/comments

Vector Database Setup: - Notes (deficiency-related) - Comments - Images (OCR processed) - Historical deficiency patterns

AI Capabilities (Prototype Scope): - Multi-modal analysis (text + image) - Image OCR and understanding (handwritten notes, equipment photos) - Pattern recognition across deficiency types - Domain knowledge (fire safety equipment deficiencies) - Repair action recommendations

Assessment Outcomes: - Deficiency Found: Document deficiencies and repair actions required/recommended → Initiate Estimate Request - No Deficiency Found: Flag work order accordingly, document via Notes

Complexity Factors: - Multi-modal AI (text + image analysis) - Image OCR and understanding (handwritten notes, equipment photos) - Domain knowledge (fire safety equipment deficiencies) - Vector DB for historical deficiency data

Risk: HIGH

Deliverable: Working prototype for field validation — not a production system

Work Type Loops Price
D&D Standard 1 $20,000
Intelligence 6 $123,000

Total: $143,000


Workstream: UAT/Validation

Scope: Parallel user acceptance testing and client feedback throughout development - UAT sessions for each workstream deliverable - Client feedback loops and iteration - User training and documentation validation - Go-live readiness sign-off

Complexity Factors: - Multiple stakeholder groups (coordinators, PMs, operations) - Coordination with active development - Feedback integration into sprint cycles

Risk: LOW - Structured feedback reduces rework - Early validation catches issues before they compound

Deliverable: Client-approved deliverables ready for production

Work Type Loops Price
UAT 3 $48,000

Runs parallel to development workstreams

Total: $48,000


Project Summary (Phase 1)

Workstream Overview

Workstream Loops Price Risk
Master Design Phase 2 $40,000 -
3a: Work Order UI Decoupling 5 $82,000 Medium
3b: Simple Follow-up + SMS 5 $82,000 Low-Medium
3e: Deficiency Assessment AI 7 $143,000 High
UAT/Validation (parallel) 3 $48,000 Low
TOTAL 22 $395,000

Work Type Breakdown

Work Type Loops Price
D&D Standard 5 $100,000
Web 5 $77,500
FileMaker 3 $46,500
Intelligence 6 $123,000
UAT 3 $48,000
TOTAL 22 $395,000

1 Loop = 2 weeks of focused team delivery


Phase 2 (Future)

The following workstreams are deferred to Phase 2:

Workstream Est. Price Notes
3c: Nuanced Follow-up AI $140,000 Requires 3b foundation
3d: Conversational Follow-up AI $140,000 Very high risk, requires 3c validation
3f: Deficiency Resolution Workflows $105,000 Requires 3e foundation
3g: Phone System Integration (Avaya) $50,000 Pending feasibility assessment
Additional UAT $30,000 For Phase 2 workstreams
Phase 2 Total ~$465,000

Full Program (Phase 1 + 2): ~$860,000


Timeline Estimate

Based on 22 loops:

Recommended Approach: - Master Design: 2 loops (4 weeks) - Parallel execution 3a + 3b + UAT: ~5 loops (10 weeks) - 3e (Deficiency AI) + UAT: ~7 loops (14 weeks)

Estimated Duration: ~6-7 months

Pacing Options:

Pace Monthly Investment Est. Duration
Growth ~$36,000/month ~11 months
Dedicated ~$57,000/month ~7 months
Accelerated ~$100,000/month ~4 months

Billing: Invoice monthly for completed sprints.


Notes

D&D Deliverables: - All D&D loops include estimation as a core deliverable - D&D Standard produces: PRD, technical architecture, and detailed estimates

Billing: - Invoice monthly for completed sprints

Flexibility: - Workstreams can be executed in different sequences based on business priorities - Allocations may adjust during D&D phase based on detailed requirements

CONFIDENTIAL — Prepared by Proof+Geist for ComFire.