Addison Howard · AI Automation Specialist

You hire smart people.Stop the dumb work.

I build automation systems, AI pipelines, and data platforms that ship to production — not slide decks.

Python & data engineeringAI pipelines70% DB cost cut40k+ files automated
Scroll
Python Automation·AI Pipelines·Data Engineering·File Migrations·CRM Integration·ETL Systems·Workflow Orchestration·Reporting Automation·SQL & Databricks·AI Workflows·Dashboard Builds·Production Systems·Python Automation·AI Pipelines·Data Engineering·File Migrations·CRM Integration·ETL Systems·Workflow Orchestration·Reporting Automation·SQL & Databricks·AI Workflows·Dashboard Builds·Production Systems·

0%

Database cost cut — without changing a single feature

AI-assisted query optimization on a live production system.

0k+

Files automated — replacing a full year of manual work

Python migration completed in weeks, not months.

0%

Less time drafting follow-up emails after sales calls

AI transcribes calls and writes the draft. Sales just reviews and sends.

0 hrs

Average time per day workers spend on tasks AI can automate

McKinsey Global Institute, 2024.

About

I've been automating things since before it was trendy.

My background is in data engineering and Python automation — real production systems, not demos. I've worked as a first data hire, which means I've had to design, build, and own entire platforms solo.

I've automated a 40,000-file migration that previously took one person an entire year. I've cut database costs 70% on live systems. I've built AI pipelines that transcribe sales calls and draft follow-up emails automatically.

Every engagement ends with something running in production — documented, owned by your team, and built to last.

0+

Years building production data & automation systems

Hands-on engineering leadership.

0+

Programs with defined KPIs & executive reporting

From diagnostics through steady-state.

0+

Cross-functional stakeholders briefed on design decisions

Operators, finance, IT, legal—as required.

Case studies

Problems I've solved

Quick Win01

Sales call transcription + AI email drafting

Today

Sales agents spent 20–30 minutes after every call writing follow-up emails from memory. Inconsistent quality, dropped deals.

Automated

Pipeline transcribes every call, extracts key points and next steps, generates a personalized follow-up email draft. Sales reviews and sends.

Result

Follow-up emails sent same day, every time. Sales reps reclaimed 2+ hours per day.

2h

per rep per day, recovered

High Impact02

70% database cost reduction

Today

Database bills were climbing every quarter with no clear explanation — just slow queries and rising costs.

Automated

AI analyzed query logs, identified expensive patterns, and recommended architectural changes. Rebuilt the worst offenders and right-sized compute.

Result

Cut database costs by 70% on a live production system without touching any product features.

70%

infra spend eliminated

High Impact03

AI-powered customer problem detection

Today

Customer success only found out about problems when users complained or churned — always reactive, never proactive.

Automated

AI monitors product usage signals and flags users who are struggling or at risk before they say a word.

Result

CS team shifted from reactive to proactive. Caught at-risk accounts earlier and reduced churn in monitored cohort.

Early

churn caught before it happens

Quick Win04

Reddit listening engine

Today

Paid ads were expensive. Customers were already on Reddit talking about relevant problems — but couldn't be monitored at scale.

Automated

AI pipeline continuously scans Reddit, scores conversations by fit and urgency, and drafts a helpful reply for team review.

Result

Showed up in high-intent conversations for pennies versus paid acquisition. Built brand credibility in niche communities.

cents

vs. dollars per paid click

What I build

Real systems. Real results.

Production automation, AI pipelines, and data platforms — built in Python and shipped.

Sales Call AI + Email Drafting

AI transcribes every sales call, then drafts the follow-up email automatically. Sales reps review and send with one click — no manual notes, no dropped follow-ups.

Database Cost Reduction

Used AI to analyze query patterns, right-size compute, and eliminate waste. Cut database costs by 70% on a live production system — without touching any features.

Customer Problem Detection

AI monitors product usage data to flag users who are struggling or about to churn — before they say a word. Surface the at-risk accounts before it's too late.

Reddit & Social Listening Engine

AI scans Reddit and social platforms for conversations where your product is relevant, scores them by opportunity, and drafts replies. Cheap, targeted reach at scale.

Massive File & Data Migrations

Automated a 40,000-file migration that previously took a full-time employee an entire year. Python-scripted, validated, and done in weeks.

Reporting & Dashboard Automation

Scheduled pipelines that pull data, run transforms, and publish stakeholder-ready dashboards — no manual exports, no Monday morning scramble.

AI Proposal & Slide Deck Generation

AI that turns a brief or set of inputs into a full proposal or slide deck — structured, on-brand, ready to review. What used to take hours takes minutes.

CRM & Workflow Automation

Connect your CRM, email, tasks, and docs so they actually talk to each other. Triggers fire automatically — no more copy-pasting data between tools or dropped handoffs.

Meeting Notes → Action Items

Drop in a meeting recording and get a clean summary, key decisions, and next steps auto-created as tasks. No more 'who was supposed to do that again?'

Results

Numbers from actual projects

Measured where data existed. No made-up benchmarks.

0%

Database & infra spend reduction (program high)

Architecture + tuning + usage optimisation.

0%

Proposal drafting time removed

Structured AI drafting + reusable blocks.

0%

Onboarding cycle compression

CRM → docs → tasks orchestration.

0 hrs/wk

Reporting & deck prep returned to the team

Scheduled pipelines + stakeholder summaries.

Sound familiar?

These are the problems I fix

01

Sales reps spending 30 minutes writing the same follow-up email after every call

02

Database bills climbing with no clear explanation for why

03

Customer churn you only find out about after it's already happened

04

Manual reporting that takes half a day and could run automatically

05

Missed opportunities in places like Reddit where your customers are already talking

06

Migrations and data cleanup that take months because nobody's automated it yet

Process

How a project runs

Step 1

Diagnose

Step 2

Design

Step 3

Build & deploy

Step 4

Measure & iterate

Let's work together

Ready to stop doing things manually?

Send me a message and I'll give you a straight answer on what's possible and what it takes to build it.

(385) 628-8028LinkedIn

Click the email to copy it to your clipboard.