Real results

Real margin recovered.
Real manufacturers.

Every case study below started with a free 10-minute audit. The numbers you see are real dollar outcomes from real 60-day pilots with contract manufacturers, industrial distributors, and global enterprises.

$410K
Largest single-audit leakage identified — semiconductor distributor, 15 RFQs
18.4%
Average margin gap found between quoted and realized across all audits
60 days
Maximum time to measurable ROI in every pilot we have run
8 Published case studies across manufacturing, distribution, and enterprise
$2.1M+ Total margin leakage identified across all audits to date
60% Average percentage of identified leakage recovered in 60-day pilot
100% Of pilots delivered measurable ROI within the 60-day window
Case Studies

From audit to recovered margin.

Names withheld by customer request. Industry, size, and outcome data are accurate.

Contract Manufacturing Houston, TX 85 employees · 12 active customers

VP of Operations could not pinpoint where margin was leaking across 12 active customers

Strong revenue, inconsistent profitability. Month-end reports showed margin slipping but could not identify which customers or job types were responsible. Prophet 21 ERP job costing was backward-looking — no visibility while jobs were still open and fixable.

What the audit found
7 of 12 jobs flagged. Three customers had quietly drifted 8 to 15 points below quoted margin over six months — invisible in any existing report. Estimated annual leakage: $284,000.
What we built in 60 days
Margin Intelligence Dashboard connected read-only to Prophet 21. Real-time alerts when any active job drifted below a configurable threshold. Customer-level margin trending view updated daily. Daily digest replaced manual spreadsheet reconciliation.
The Result
Three high-drift customers renegotiated within 30 days. $170,000 in margin recovered in the 60-day pilot. Two full days of manual spreadsheet work per month eliminated.
$170K Margin recovered in 60-day pilot
$284K Annual leakage identified in audit
30 days To first renegotiated customer
ERP: Prophet 21 (read-only)
Product: Margin Intelligence Dashboard
Admin saved: 2 days/month
Contract Manufacturing Multi-Department 85 employees · Prophet 21

Contract manufacturer eliminated review friction and recovered $170K in 60 days using the full Quanzar intelligence suite

Multiple management tiers each fully re-verifying the same quotes. Jobs priced on gut feel with no historical reference. Margin tracked at month-end only — damage already spent. No alert when a job drifted below target while still open.

What the audit found
4 structural breakdowns: gut-feel pricing (8–17pt below comparable jobs), undefined 3-tier review (4+ hours overhead per quote), month-end-only monitoring, no customer trending view. Annual leakage: $284,000.
What we built in 60 days
Full four-product suite over Prophet 21: Quote Intelligence Engine (historical pricing + confidence scores), AI Ops Layer tiered review routing (T1/T2/T3 with defined scope and SLA), Margin Intelligence live alerts, Revenue Leak Tracker customer trending.
The Result
$170,000 recovered. Redundant review cycles down 22%. Quote accuracy improved +6.2 margin points. Three drift customers renegotiated in 30 days. Quotes 3× faster. Two days/month admin eliminated.
$170K Margin recovered in 60-day pilot
$284K Annual leakage identified in audit
22% Reduction in redundant review cycles
ERP: Prophet 21 (P21)
Products: Margin · Quote · AI Ops · Revenue Leak Tracker
Quote accuracy: +6.2pt improvement
Mid-Sized Manufacturing Multi-System Environment 7 disconnected systems

Mid-sized manufacturer with 7 systems and zero visibility recovered $198K in 60 days by connecting AI forecasting to real workflow

Five years of digital investment — ERP, MES, procurement, QMS, BI dashboards, AI forecasting. No shared source of truth. Critical approvals still ran through email. AI models produced reports nobody acted on. Margin kept slipping with no traceable cause.

What the audit found
Email was the real system of record. No shared definitions across departments. AI built to inform, not act. Excel silently overriding ERP data with no log. Annual leakage: $340,000.
What we built in 60 days
Read-only connection across all 7 systems. Margin Intelligence Dashboard for one live cross-system margin view. AI Ops Layer bound to forecast triggers — variance above threshold automatically drafts procurement review with full audit trail. Email removed as the decision authority.
The Result
$198,000 recovered. Email approvals down 75%. Excel ERP overrides down 60%. Production plan volatility down 32%. Forecast-to-procurement misalignment down 28%. Approval cycle time down 40%.
$198K Margin recovered in 60-day pilot
$340K Annual leakage identified in audit
75% Reduction in email-based approvals
Systems: ERP + MES + Procurement (read-only)
Products: Margin Intelligence + AI Ops Layer
Excel overrides: reduced 60%
Semiconductor Distribution USA · Asia · Europe Global multi-hub operation

Global semiconductor distributor cut RFQ response time 48% and recovered $246K in 60 days by connecting ERP to quote intelligence

Thousands of RFQs per week processed manually. 200–800-line BOMs managed in emailed Excel files. AS6081 counterfeit exposure only discovered after shipment. No visibility into which reps, customers, or jobs were profitable until the books closed.

What the audit found
9 of 15 RFQs flagged in 12 minutes. No RFQ scoring by margin or urgency. BOM lines priced manually with no historical lookup. No live AS6081 risk view. ERP, CRM, and quoting completely disconnected. Annual leakage: $410,000.
What we built in 60 days
Read-only connection to existing ERP (P21, NetSuite, SAP, Epicor). Margin Intelligence Dashboard for live GP by job and BOM line. Quote Intelligence Engine with historical pricing, AS6081 risk scoring, and alt-part matching — all routed before shipment.
The Result
$246,000 recovered. RFQ response time down 48%. BOM processing time down 55%. Quote-to-order conversion up 14%. Quote accuracy improved 6.8 margin points. Supplier disputes down 22%.
$246K Margin recovered in 60-day pilot
$410K Annual leakage identified in audit
48% Reduction in RFQ response time
ERP: P21 / NetSuite / SAP / Epicor
Products: Margin Intelligence + Quote Intelligence
BOM processing: down 55%
Mid-Sized Manufacturing Multi-Line Production Custom + repeat production mix

Manufacturer avoided new production line purchase and recovered $221K in 60 days after audit revealed a visibility problem, not a capacity problem

Demand surge led to WIP pileups between stations, mid-cycle engineering change disruptions, and reactive procurement. Leadership had a capital spend number in mind for a new production line. The 10-minute audit on 15 jobs showed they did not need one.

What the audit found
10 of 15 jobs flagged. Forecasts disconnected from live WIP. No station-level drag visibility. ECRs approved by email with no impact assessment. Job margin invisible until month-end. Annual leakage: $365,000.
What we built in 60 days
Read-only ERP + MES connection. Margin Intelligence Dashboard tracing job-level margin drag to source station. AI Ops Layer firing WIP threshold alerts automatically with dollar impact attached. ECR risk-classification routing before active builds were disrupted.
The Result
$221,000 recovered. Output up 15% with zero new equipment. WIP congestion down 28%. Schedule changes down 35%. Overtime down 17%. Capital equipment purchase put on hold.
$221K Margin recovered in 60-day pilot
$365K Annual leakage identified in audit
+15% Output increase, zero new equipment
Systems: ERP + MES (read-only)
Products: Margin Intelligence + AI Ops Layer
CapEx: purchase deferred
Industrial Distribution Semi · Aero · Medical 1.5B+ part records

Multi-sector industrial distributor unified 1.5B part records at 12ms latency and cut RFQ response from 60 minutes to 5 minutes

1.5 billion part records across incompatible ecosystems. Each vertical operated with different naming conventions, compliance requirements, and supplier structures. RFQ response averaged 60 minutes — consumed by manual data cleaning, alternate part verification, and cross-system reconciliation.

What the diagnostic found
Fragmented ingestion (CSV, EDI, API, XML, PDF). No unified part identity — same component had OEM reference, internal code, and medical ID. Reactive compliance post-processing. 60-minute RFQ bottleneck from manual reconciliation.
What we built
Quanzar Core™ Data Execution Layer: SOP Genome™ schema-less governance, Golden Record Identity architecture, transformer-based AI matching at 92.4% confidence, RiskLattice™ with embedded AS6081/ISO 13485 compliance gates — all processing at 3,600 rec/sec.
The Result
1.5B+ records unified at 12ms latency. RFQ response cut from 60 min to 5–8 min. Manual data cleaning down 70%. Compliance validation time down 80%. Processing cost reduced 5x.
12ms Processing latency at 3,600 rec/sec
5x Reduction in processing cost
60→5min RFQ response time improvement
Data: CSV / EDI / API / XML
Platform: Quanzar Core™ · AI Ops · RiskLattice™
Compliance: AS6081 + ISO 13485 embedded
Mid-Sized Manufacturing Multi-Department Facility Multiple production lines

Mid-sized manufacturer eliminated margin leakage culture and improved gross margin 6–9% by encoding process ownership across every department

Stable revenue, shrinking gross margins. Rework escalating, expedited freight destroying profitability, inventory write-offs normalized as variance quarter after quarter. Mid-cycle engineering changes causing cascading disruptions. Root cause: unmanaged gaps between departments with no structural accountability.

What the diagnostic found
Four structural failures: undefined process ownership (blame cycles absorbing losses), multi-suite fragmentation (ERP, QC tools, Excel), siloed departmental optimization, and a write-off culture treating losses as normal operational variance.
What we built
Quanzar Manufacturing Execution Architecture™ via AI Ops Layer: Process Ownership Encoding with SLAs per stage, Production-Procurement Sync with automatic alternate supplier routing, QC RiskLattice™ feedback, structured ECR approval routing, Margin Intelligence real-time dashboarding.
The Result
Gross margin improved 6–9%. Output capacity up 12–16% with zero additional hires. Production downtime down 19–23%. Rework down 18%. Inventory write-offs down 17%. Expedited freight cost down 22%.
6–9% Gross margin improvement
+16% Output capacity, zero new hires
22% Reduction in expedited freight cost
Systems: Legacy ERP + QC tools (orchestrated)
Products: AI Ops Layer + Margin Intelligence + Revenue Leak Tracker
Timeline: 9–12 month stabilization
Global Enterprise 24 Countries Multinational operation

Multinational enterprise eliminated email silos across 24 countries and increased throughput 70% using Neural OS™ Follow-the-Sun orchestration

24-country operation trapped in email-based handoffs. Cross-border latency severe. Escalations entirely reliant on regional manager availability. As scale increased, decision velocity decreased — the enterprise was growing faster than its ability to execute.

What the diagnostic found
Identical broken patterns across all three regions (Americas, EMEA, APAC): Sales → Email → Finance → Email → Ops, with manager-dependent escalations, cross-border continuity gaps, and fragmented customer experiences.
What we built
Quanzar Neural OS™: Workforce Pod Architecture (joint Sales/Finance/Ops ownership), SOP Genome™ encoded micro-workflows replacing static SOPs, Unified Decision Gate Layer enforcing policy before human review, Follow-the-Sun routing engine, Performance Intelligence Layer replacing manual supervision.
The Result
70% increase in execution throughput. 4.3x cost efficiency improvement across all global divisions. 24 countries unified under single orchestration model. Operational downtime eliminated via Follow-the-Sun routing.
+70% Increase in execution throughput
4.3x Cost efficiency improvement
24 Countries unified under one model
Scope: Multi-region systems (orchestrated)
Platform: Neural OS™ · SOP Genome™ · AI Ops Layer
Downtime: zero via Follow-the-Sun
Publishing Q3 2026

Dallas contract manufacturer. 210 employees. SAP environment.

Pilot currently in week 5 of 8. Audit identified $320,000 in estimated annual leakage across two product lines. Dashboard live. Day-30 ROI check-in confirmed $96,000 recovered so far.

Week 1: Audit completed. $320K leakage identified.
Week 2: Diagnostic call. Pilot scoped and started.
Week 4: SAP connected. Dashboard live.
Week 5: Day-30 check-in. $96K recovered so far.
Week 8: Day-60 final ROI measurement. Case study publishing.
Run Your Audit While You Wait
$96K Recovered at day 30
$320K Total leakage identified
In progress Week 5 of 8
From the field

What manufacturers say

Direct feedback from VPs of Operations, owners, and CFOs who have run the audit and completed pilots.

★★★★★

"We knew margin was slipping somewhere but could not pin it down. The audit showed us three customers that had quietly drifted 8 points below target. Fixed it in the first month of the pilot."

VP
VP of Operations
Contract Manufacturer · Houston, TX
★★★★★

"I have been running this business for 22 years and never had real-time visibility into which jobs were actually profitable. Quanzar gave us that in under 60 days without touching our ERP."

JM
Owner / CEO
Industrial Distributor · San Antonio, TX
★★★★★

"The audit was free and took 12 minutes. It identified $190K in margin leakage we had no idea existed. That number alone paid for the pilot five times over."

CF
CFO / Controller
Industrial Distributor · San Antonio, TX

See your own numbers. It takes 10 minutes.

Every case study above started with the same free audit. Enter data from your last 5 to 15 jobs and get a one-page margin leak report with a red, amber, or green health score. No sales call required.

What the audit shows you
Estimated annual leakageIn dollars
Jobs flaggedWith severity
Customers driftingBy margin gap
Recoverable marginIn dollars
Health scoreRed / Amber / Green
Enterprise Secure
Role-based access
Data stays yours
No public model training
Full audit trail
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