GainWise Partners

AICOS™ wasn't invented.
It was reverse-engineered.

Every methodology claims results. Ours came first. AICOS is the operating model distilled from a decade of documented transformation — the processes behind real, measurable outcomes, reverse-engineered into a system any organization can run.

A2 Global Electronics

Global electronics & semiconductor distribution · St. Petersburg, FL · 2014–2025

Where AICOS Was Born

The Challenge

Scale a $250M distribution business through explosive growth — including a major acquisition and 200%+ year-over-year sales growth — without scaling the IT budget to match. The systems, the data, and the people all had to do dramatically more with the same resources.

The Result

Eleven years later: $1.2B in annual sales on the same IT budget, machine learning in production years before mainstream adoption, an acquisition absorbed without disruption, and an engineering team nobody left. Not one initiative — a compounding system of capability.

What was built

A custom ERP/CRM foundation

Replaced a legacy IBM AS400 environment with a fully custom .NET ERP/CRM in under a year — the scalable data and process foundation everything else was built on.

Enterprise automation agents (2018)

Event-driven, service bus-style agents that eliminated manual workflows across departments — predating today’s AI agent frameworks by several years.

Machine learning quoting (2019)

ML algorithms for quoting accuracy and pricing, calibrated to historical data — the beginning of the quoting transformation featured below.

An opportunity recapture engine

A CRM integration that automatically triggered targeted campaigns when RFQ and quote criteria were met — converting missed opportunities into $2M+ in incremental gross profit within seven months.

M&A technology integration

Full migration of an acquired company’s Oracle ERP environment into the custom architecture — 200+ users, no operational disruption.

A team that stayed

An engineering organization grown from 2 to 9 with zero voluntary departures from 2019 through 2025 — the people foundation behind every technical result.

400%+Revenue growth enabled — $250M to $1.2B
$0Added IT budget across 11 years
$2M+Gross profit recaptured in seven months
0Voluntary engineering departures, 2019–2025

The Strategic Quoting System™

The First Capability AICOS Productized

The Problem

Quoting was the revenue bottleneck. Turnaround was slow, product specifications were manually recreated for every RFQ, and opportunities quietly died invisible — quotes that were never followed, demand that never reached the pipeline.

What Was Built

A decision-first framework that aligned data, process, technology, and people around the decisions that actually drive revenue: structured RFQ intake, machine learning pricing calibrated to historical data, automated opportunity recapture, and quote dashboards the team actually used.

~3xFaster quote turnaround
$2M+Gross profit recaptured in seven months
0Invisible pipeline loss — opportunities systematically captured
FlatQuoting headcount while volume scaled

Why it matters to the AICOS story: the quoting transformation was the first A2 success to be reverse-engineered into a repeatable framework — the proof that capability patterns could be extracted, named, and reapplied. SQS became the template for how AICOS productizes capability, and it is delivered today through AICOS Capability Delivery.

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The successes came first. The system came from studying them.

After eleven years of building, founder Brian Pellnitz reverse-engineered the processes behind the A2 results — how priorities were aligned, how opportunities were discovered, how capability was built and adopted, and why each investment made the next one cheaper. The patterns behind the quoting transformation became the Strategic Quoting System™. The patterns behind the whole transformation became AICOS™ — the AI Capability Operating System.

AICOS is not a theory about what should work. It is a documented record of what did — made repeatable.

Explore the AICOS System →

The proof is compounding.

AICOS is now running inside GainWise client organizations. Detailed case studies — with measured outcomes — are in development and will be published here.

CMI logoCase Study in Development

CMI

Packaging, Logistics & Inventory Management

Fractional Chief AI Officer

An ongoing Fractional CAIO engagement applying the AICOS operating model inside a packaging, logistics, and inventory management solutions provider serving national brands.

Full case study with measured outcomes coming soon.

cmi.com →
Three Sixty Seven Advisors logoCase Study in Development

Three Sixty Seven Advisors

M&A Advisory · Tampa, FL

AI Capability Engagement

Applying AICOS in a boutique, full-service M&A advisory firm serving mid-sized companies across sell-side, buy-side, and debt advisory.

Full case study with measured outcomes coming soon.

threesixtyseven.com →

Your organization could be the next case study.

Every AICOS engagement is built to produce measurable, documentable outcomes — because that's the standard the methodology was born from.

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