DISTRIBUTION · WINDOWS DESKTOP → WEB
Wholesale distributor converts its 18-year-old WinForms system into a web platform
CHALLENGE
Order entry, purchasing, and warehouse operations ran on a WinForms application installed on 60 office PCs - no remote access, no mobile, and the original developer long gone. Field sales phoned orders in to be re-keyed at headquarters.
SOLUTION
A phased conversion to a modern web platform preserving the workflows the team knew: same order-entry flow, same vocabulary, now in the browser - with role-based security, audit trails, and a mobile view for field sales. Old and new ran in parallel until every workflow proved out.
RESULTS
0hours of downtime during conversion
100%of 18 years of data migrated and reconciled
3.5 hrssaved per field rep per week - orders entered on site
Industry context: 43% of IT professionals cite security vulnerabilities as their top legacy-software concern, and maintenance costs rise 10-15% a year after warranty expiration. Facts: DreamFactory · Our analysis: Old applications → modern web platforms →
MANUFACTURING · ERP MODERNIZATION
Gulf Coast manufacturer replaces a 30-year-old ERP without stopping the line
CHALLENGE
A legacy AS/400 ERP was blocking growth: manual order entry, no real-time inventory, and a shrinking pool of engineers who could maintain it.
SOLUTION
Phased migration to a cloud-native platform on Azure - microservices, event-driven integration with the shop floor, and AI demand forecasting - with zero production downtime.
RESULTS
68%faster order processing
$2.1Mannual operating savings
0hours of production downtime
Industry context: McKinsey reports 70% of Fortune 500 software is 20+ years old, and Gartner finds modernization cuts operational costs 30–50% over five years. Facts: FullStack Labs (McKinsey) · Welldev (Gartner) · Our analysis: Modernizing legacy systems →
INSURANCE · AI DOCUMENT PROCESSING
National insurer automates claims intake with AI document processing
CHALLENGE
Adjusters spent 40% of their time re-keying data from faxed and scanned claim documents, creating a two-week intake backlog.
SOLUTION
A locally-deployed LLM pipeline extracting structured data from any document format, integrated with the existing claims platform - sensitive data never leaves their network.
RESULTS
94%of documents processed without human touch
12 daysbacklog reduced to same-day
9 moto full ROI payback
Industry context: claims handlers spend ~30% of their time on low-value document review, and only ~7% of claims achieve straight-through processing industry-wide - while McKinsey research shows document automation can cut claims processing time by up to 50%. Facts: Shift Technology · Infrrd (McKinsey) · Our analysis: Is AI worth it? →
ENERGY · CLOUD MIGRATION
Energy services firm consolidates 40 apps into a secure Azure landing zone
CHALLENGE
Three data centers nearing end-of-life, 40+ applications with no unified identity, and an insurance mandate for Zero Trust controls.
SOLUTION
Azure landing zone with Zero Trust identity, Infrastructure as Code via Terraform, and a 14-month wave-based migration prioritized by business risk.
RESULTS
41%lower infrastructure cost
100%MFA + Zero Trust coverage
99.99%uptime since cutover
Industry context: IDC data shows 38% of cloud migrations exceed budget, organizations that run a formal readiness assessment first see 2.4× higher success rates, and optimized migrations typically cut 20–35% of legacy run costs. Facts: Medha Cloud (IDC) · DataStackHub · Our analysis: Azure vs. AWS →
HEALTHCARE · AI DOCUMENT AUTOMATION
Regional health system automates referral intake without patient data leaving its network
CHALLENGE
Dozens of staff manually sorted and re-keyed faxed referrals into the EHR, delaying patient scheduling by nearly a week and burning clinical admin budget.
SOLUTION
A HIPAA-compliant, locally-deployed AI document pipeline that classifies referrals, extracts structured data, and writes directly to the EHR - with human review only for low-confidence cases.
RESULTS
85%of referrals processed with no manual keying
6 daysscheduling delay cut to same-day
$1.4Mannual intake cost savings
Industry context: one health payer cut intake costs by more than $1.5M a year by automating document ingestion alone. Facts: Naviant · Our analysis: Local LLM deployment →
LOGISTICS · PLATFORM MODERNIZATION
National freight operator replaces its dispatch monolith with real-time, event-driven systems
CHALLENGE
Dispatch ran on nightly batch jobs with no real-time fleet visibility. A single system failure could idle hundreds of trucks - and did, twice a year on average.
SOLUTION
A strangler-fig migration to event-driven services: live GPS ingestion, real-time load matching, and failure isolation so no single component can halt the fleet.
RESULTS
99.98%dispatch platform uptime
22%reduction in empty miles
Secondsdispatch decisions, down from hours
Industry context: McKinsey-cited reports put critical legacy system downtime at $300,000+ per hour. Facts: Tkxel (McKinsey) · Our analysis: Monolith vs. microservices →
FINANCIAL SERVICES · ZERO TRUST & ML FRAUD DETECTION
Regional bank moves to Zero Trust and cuts fraud losses with machine learning
CHALLENGE
Perimeter-era security across 20+ internal applications, rising card fraud losses, and a cyber-insurance renewal that demanded MFA and Zero Trust controls.
SOLUTION
Unified identity with MFA everywhere, least-privilege service boundaries, and an ML fraud-scoring model trained on the bank's own transaction history - flagging anomalies in real time.
RESULTS
63%reduction in fraud losses year one
100%MFA and Zero Trust coverage
Renewedcyber coverage without premium increase
Industry context: IBM puts the average financial-industry data breach at $6.08 million. Facts: DreamFactory (IBM) · Our analysis: Zero Trust architecture →
AVIATION · MAINTENANCE OPERATIONS
Regional airline digitizes aircraft maintenance tracking and ends paper logbooks
CHALLENGE
Paper maintenance logs and spreadsheet part tracking meant compliance audits took weeks, and aircraft sat grounded waiting on records instead of repairs.
SOLUTION
A mobile-first maintenance platform with digital signoffs, full audit trails, part lifecycle tracking, and FAA-compliant recordkeeping - built to work offline on the hangar floor.
RESULTS
31%less unscheduled aircraft downtime
Hoursaudit prep, down from weeks
100%digital compliance records
Industry context: developers lose roughly a third of their time to legacy workarounds - the same tax paper processes put on maintenance crews. Facts: DreamFactory (Stripe) · Our analysis: Modernizing legacy systems →
CONSTRUCTION · WORKFLOW AUTOMATION
Commercial builder connects field and office with one project platform
CHALLENGE
Superintendents ran jobs from text messages and photos; change orders took two weeks to approve and billing disputes ate margin on nearly every project.
SOLUTION
A custom field-to-office platform: daily logs, photo documentation, digital change-order approval, and live job-cost dashboards tied into the existing accounting system.
RESULTS
2 dayschange-order approval, down from two weeks
74%fewer billing disputes
3.2ptgross margin improvement
Industry context: organizations that modernize core workflows report 30–50% lower operational costs over five years. Facts: Welldev (Gartner) · Our analysis: Build vs. buy →
GOVERNMENT · CITIZEN SERVICES MODERNIZATION
County government takes permitting online and clears a six-month backlog
CHALLENGE
Permit applications arrived on paper, routed through five departments by interoffice mail, with no way for residents to check status except calling - 40,000 calls a year.
SOLUTION
An accessible online permitting portal with parallel departmental review, automated completeness checks, public status tracking, and dashboards for county leadership.
RESULTS
58%faster average permit turnaround
72%drop in status-check phone calls
6 mobacklog cleared in the first year
Industry context: 70% of Fortune 500-class core software is 20+ years old - public-sector systems typically run older still. Facts: FullStack Labs (McKinsey) · Our analysis: How long does development take? →
LEGAL · AI DOCUMENT REVIEW
Litigation firm cuts contract review time with AI-assisted analysis on-premises
CHALLENGE
Associates spent hundreds of billable hours per matter on first-pass document review, and client confidentiality rules ruled out cloud AI services entirely.
SOLUTION
A locally-deployed LLM review pipeline inside the firm's network: clause extraction, privilege flagging, and issue tagging with every AI suggestion routed through attorney review.
RESULTS
61%less time on first-pass review
0client documents leaving the network
2×matters handled per review team
Industry context: AI-assisted document teams routinely process the large majority of routine documents without human touch, reserving experts for judgment calls. Facts: Naviant · Our analysis: Local LLM deployment →
RETAIL · INVENTORY INTELLIGENCE
Multi-state retailer replaces nightly batch inventory with real-time visibility
CHALLENGE
Store systems synced overnight, so online orders sold inventory that didn't exist - cancellations, markdowns, and stores hoarding safety stock to compensate.
SOLUTION
Event-driven inventory across stores, warehouse, and e-commerce with ML demand forecasting per location - built alongside the legacy POS, then cut over store by store.
RESULTS
89%fewer oversell cancellations
17%less working capital tied up in stock
Real-timeinventory, from nightly batch
Industry context: modernized organizations cut delivery cycle times by up to 60–70%. Facts: Synoptek (McKinsey) · Our analysis: Monolith vs. microservices →
ENERGY · PREDICTIVE MAINTENANCE
Oilfield services company predicts equipment failures before they stop the job
CHALLENGE
Pump and compressor failures in the field meant emergency crew callouts, blown job schedules, and seven-figure annual downtime costs - all maintenance was run-to-failure.
SOLUTION
Sensor telemetry streamed to ML models trained on the company's own failure history, with maintenance work orders generated automatically when failure risk crosses threshold.
RESULTS
44%less unplanned equipment downtime
$3.7Mannual downtime cost avoided
11 moto full ROI payback
Industry context: critical system downtime runs $300,000+ per hour in heavy industry. Facts: Tkxel (McKinsey) · Our analysis: Is AI worth it? →
EDUCATION · ADMINISTRATIVE AUTOMATION
University system consolidates 12 student-services portals into one platform
CHALLENGE
Students juggled 12 logins for registration, aid, housing, and billing; staff re-keyed the same data between systems and enrollment reporting took a month to assemble.
SOLUTION
A unified student portal with single sign-on, API integration across all 12 legacy systems, and a reporting warehouse giving administrators live enrollment and aid dashboards.
RESULTS
1 loginreplacing twelve portals
40%fewer student-services support tickets
Liveenrollment reporting, from monthly
Industry context: integration surface is the top driver of enterprise project cost and timeline. Facts: Mobisoft · Our analysis: What custom software costs →
REAL ESTATE · TRANSACTION AUTOMATION
Commercial property firm automates lease abstraction across a 3,000-lease portfolio
CHALLENGE
Critical dates, escalations, and options lived inside 3,000 PDF leases. Missed renewal windows and unbilled escalations were costing real money every quarter.
SOLUTION
An AI abstraction pipeline extracting terms, dates, and clauses from every lease into a structured database - with automated alerts ahead of every critical date.
RESULTS
3,000leases abstracted in 10 weeks
$860Krecovered in unbilled escalations
0missed critical dates since launch
Industry context: document automation can cut processing costs by up to 30% within five years. Facts: Infrrd (McKinsey) · Our analysis: Is AI worth it? →
HOSPITALITY · GUEST EXPERIENCE PLATFORM
Hotel group unifies booking, front desk, and housekeeping on one operations platform
CHALLENGE
Booking, front desk, and housekeeping ran on three disconnected systems - guests waited at check-in while staff phoned housekeeping to confirm rooms were actually ready.
SOLUTION
One event-driven operations platform: live room status from housekeeping mobile apps, automated check-in flows, and occupancy forecasting feeding staffing decisions.
RESULTS
8 minaverage check-in, down from 22
19%more same-day room turnover
+14net promoter score in year one
Industry context: modernization delivers 30–50% lower operating costs over five years for organizations that integrate core workflows. Facts: Welldev (Gartner) · Our analysis: Modernizing legacy systems →
MANUFACTURING · QUALITY & COMPUTER VISION
Parts manufacturer catches defects on the line with computer vision inspection
CHALLENGE
Manual spot-checking caught defects only after full production runs - scrap costs, customer returns, and one recall that consumed an entire quarter's margin.
SOLUTION
Camera stations with computer-vision models trained on the plant's own defect library, inspecting 100% of parts in-line and flagging drift before it becomes scrap.
RESULTS
100%of parts inspected, up from 4% sampling
52%reduction in scrap costs
0quality recalls since deployment
Industry context: the highest-ROI AI removes high-volume repetitive inspection work with a measurable unit cost. Facts: Naviant · Our analysis: Is AI worth it? →
NONPROFIT · DONOR & GRANT SYSTEMS
National nonprofit replaces spreadsheet grant tracking with unified donor intelligence
CHALLENGE
Donor history lived in one system, grants in spreadsheets, and impact data in email attachments - grant reports took weeks and lapsed donors went unnoticed.
SOLUTION
A unified platform tying donors, grants, and program outcomes together - automated grant reporting, renewal alerts, and giving-pattern dashboards for development staff.
RESULTS
Daysgrant reports, down from weeks
23%improvement in donor retention
31%more grant renewals year one
Industry context: the build-vs-buy line falls where a process differentiates the organization - donor relationships are exactly that. Facts: DreamFactory · Our analysis: Build vs. buy →