Prepared for ButterflyMX

AI that earns its place in the operating plan.

A point of view on turning AI ambition into measurable customer value, safer workflows, and an organization that learns faster.

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THE THESIS

Valuebefore volume
Peoplebefore platforms
Evidencebefore theater
Guardrailsthat enable speed

AI TRANSFORMATION IS NOT A TOOL ROLLOUT.

It is a portfolio of better decisions, redesigned workflows, and compounding organizational capability.

The work starts with business priorities. It succeeds when teams trust the system, leaders can see the economics, and governance is part of the workflow—not a PDF sitting beside it.

For ButterflyMX, that means protecting the trust inherent in property access while finding practical ways to delight customers and lower the cost of serving a growing platform.

THE NUMBERS BEHIND THE POINT OF VIEW

Transformation is credible when it changes the operating result.

These outcomes came from combining systems thinking, commercial ownership, process discipline, and team adoption—not from deploying technology in isolation.

17+

Years leading change

Across digital commerce, business systems, automation, and transformation.

3×

Year-over-year sales

Helped triple sales while improving the operating model at RecStuff.com.

6 mo

Loss to profitability

Helped move the business into profitability within six months.

5–10/wk 1–2/yr

Fraud exposure reduced

Paired tighter controls and evidence discipline with a 100% chargeback success rate.

OPERATING LEADERSHIP

Own the whole outcome.

Accountable for ecommerce P&L and performance across pricing, margin, forecasting, marketing, marketplaces, warehouse coordination, customer experience, and executive reporting—while leading a team of 15+.

TRANSFORMATION DELIVERY

Build adoption into the work.

Consolidated two BigCommerce environments, strengthened the source of truth, and built SOPs, knowledge resources, Jira/Confluence workflows, training, and team operating rhythms that made change usable.

FOUNDER PERSPECTIVE

Translate across the table.

Led a remote consultancy serving 50+ brands across industrial, manufacturing, B2B, and DTC environments—aligning executives, operators, developers, marketers, and customers.

PUBLIC SIGNALS. DIRECT EXPERIENCE.

Meet the stack where it is. Improve the work around it.

A public marketing footprint is a signal—not a product architecture. The useful overlap is direct fluency with the web, measurement, edge, and operating systems that help teams learn and execute.

01 / CONTENT & COMMERCE

WordPress, WooCommerce & HubSpot

Years of hands-on delivery across content, commerce, multi-brand environments, integrations, and the workflows behind them.

02 / MEASUREMENT

GA4, GTM & growth analytics

Instrumentation, reporting, search and advertising systems used to connect customer behavior to operating decisions.

03 / EDGE & RELIABILITY

Cloudflare DNS, CDN, WAF & SSL

Practical experience with performance, caching, security, certificates, and the operational consequences of web infrastructure.

04 / DELIVERY SYSTEMS

Jira, Confluence & knowledge design

Documentation, intake, ownership, SOPs, training, and change-management systems that turn tools into adopted capability.

Leadership principle: validate ButterflyMX's real environment with engineering, security, product, and operators before prescribing platforms or patterns.

START WITH THE WORK, NOT THE MODEL.

Six places to look for earned advantage.

Hypotheses to validate with ButterflyMX teams and customers—not promises made without the data.

01Customer experience

Resident support copilot

Ground answers in product and property context, shorten resolution time, and preserve a human path for access-sensitive moments.

MEASUREResolution time · CSAT · Escalation quality
02Property operations

Access incident triage

Summarize signals, retrieve relevant procedures, and give operators a decision-ready brief—without allowing AI to grant access.

MEASURETime to insight · Auditability · Error rate
03Revenue

RFP & proposal intelligence

Turn product truth, customer proof, and property requirements into faster, more consistent commercial responses.

MEASURECycle time · Win rate · Content accuracy
04Implementation

Launch knowledge layer

Help internal teams and customers navigate installation, configuration, and integration guidance with cited answers.

MEASURETime to launch · Deflection · Adoption
05Field service

Service-risk signals

Combine operational patterns with service history to prioritize investigation and reduce avoidable disruption.

MEASUREUptime · Truck rolls · Lead time
06The enterprise

AI-enabled operating rhythm

Give every function a safe way to discover, test, measure, share, and scale the workflows that earn adoption.

MEASUREHours returned · Adoption · Verified value

PROMPTING AS OPERATING DESIGN

A good prompt encodes the job, judgment, and guardrails.

Explore the anatomy of a security-conscious AI workflow. This is a simulated demonstration of the thinking—not a live production system.

PROMPT SYSTEM / ACCESS INCIDENT BRIEFILLUSTRATIVE

CONTEXT / SYSTEM INSTRUCTION

Give the model the operating reality

>

You are supporting a cloud-based property access platform used by property teams and residents. The request may involve a security-sensitive workflow. Use only retrieved, current company sources.

SAMPLE OUTPUTREADY

Select “run” to reveal the structured evaluation.

WHY THIS MATTERS

Prompt quality is a management system: explicit context, bounded authority, testable outputs, and a feedback loop.

BUILT, NOT JUST IMAGINED

I design the system around the prompt.

01

Retrieval-augmented support

Designed a workflow combining knowledge retrieval, WooCommerce order lookup, ticket creation, abuse protection, and deliberate human handoff.

02

Automated accessibility evaluation

Built a Docker-based Playwright and axe scanner that turns repeatable web checks into structured, actionable results.

03

Human-controlled automation

Designed commerce and manufacturing workflow concepts with explicit checkpoints, bounded authority, and measurable outcomes.

GOVERNANCE THAT MOVES

Move quickly because the decision system is clear.

One intake. Visible economics. Risk proportional to the use case. A named owner at every stage.

01

Frame

Tie the problem to a company priority and name the accountable operator.

02

Prove

Baseline the workflow, test safely, and compare quality—not just speed.

03

Govern

Classify data and risk, define human control, and instrument the audit trail.

04

Scale

Standardize what works, enable the team, and stop what does not create value.

PORTFOLIO VIEW
70% near-term workflow value
20% enabling capability
10% asymmetric bets

LISTEN DEEPLY. PROVE EARLY. BUILD TO LAST.

Leave the first quarter with evidence and momentum.

A working plan designed to be refined with leaders, teams, customers, and the realities already in motion.

DAY 0130

Map the value system.

Listen across the company, baseline key workflows, inventory tools and data, map risk, and align on decision rights.

  • Executive priority map
  • AI maturity & risk baseline
  • Use-case intake launched
DAY 3160

Prove the pattern.

Launch two or three bounded pilots with accountable owners, control groups, evaluation criteria, and adoption support.

  • Pilot scorecards
  • Responsible-use guardrails
  • Champion network activated
DAY 6190

Institutionalize learning.

Scale the proven workflow, retire weak experiments, publish the roadmap, and make portfolio economics visible.

  • 12-month roadmap
  • Budget & talent plan
  • Reusable enablement playbook

BUILT TO MEET THE CULTURE

The transformation should feel like ButterflyMX.

01Delight customers

Measure the experience, not the novelty.

02Take ownership

Give every outcome a name and a number.

03Collaborate

Build with the teams who know the work.

04Speak up

Make risk, uncertainty, and tradeoffs visible.

05Think big. Do small.

Hold the ambition; shorten the learning loop.

06Be tenacious

Stay with the behavior change after launch.

A FINAL THOUGHT

The future of property access will be intelligent. It must also remain trusted.

I would welcome the chance to help ButterflyMX build both—turning AI into practical value for customers, teams, and the business.

Prepared with intent byAdam KorteDirector, AI Strategy & Transformation candidate