Your Fractional AI Architect · Atlanta-Based · 20+ Years B2B & Enterprise Technology
Find the Bottleneck That's Capping Your Growth. In Five Business Days.
I find the constraint before anyone writes a line of code — then build only what pays for itself. Twenty years of B2B operations judgment, pointed at your actual bottleneck, not a toolkit. The goal is the same on every engagement: your systems and data, visible and actionable.
Diagnosis First, Build Second
We find the constraint before writing code. Sometimes the answer is you don't need us to build anything.
Your Judgment, on Retainer
The scarce thing in AI isn't the technology, it's knowing which problem is worth solving.
You Own the IP
Custom solutions you control. No vendor lock-in. We build it, you own it, we maintain it.
How Much Capacity Is Your Process Consuming?
The question isn't just what that costs. It's what those hours would produce pointed at customers instead.
Start With the Clarity RoadmapWhy Projects Fail
Most AI Projects Fail. The Reason Is Boring.
It isn't the technology. ChatGPT is free. Zapier is cheap. The models are extraordinary and everyone has the same access to them.
You're Growing. Your Operations Aren't.
Your team is buried in repetitive tasks—chasing invoices, updating spreadsheets, answering the same questions. You've tried tools. They half-work. You've considered hiring. Too expensive. Meanwhile, your competitors are scaling without adding headcount.
Projects fail because nobody diagnosed the problem. An agency arrives with a toolkit, finds somewhere to apply it, and ships something that works perfectly on a problem that wasn't costing you anything. Roughly 70% of the value in an AI implementation comes from people and process, not the model — that's where twenty years of experience lives, and it's the only part of this that can't be bought off a shelf.
A qualified AI specialist costs $100K+ fully loaded, and you'd still need to know what to point them at. Diagnosis, build and maintenance run a fraction of that, without betting a headcount on it — and everything we build, you own outright. No vendor lock-in, no black boxes.
What We Do
What We Build. After We Diagnose.
Custom AI solutions designed around your actual bottlenecks—not a generic toolkit applied to every client.
Revenue & Growth Operations
Your pipeline leaks in places you can't see. We build the operational backbone underneath it — lead capture, enrichment, routing, follow-up, and the customer service that decides whether they stay.
Enterprise sales methodology, wired into systems that don't forget.
Outcome: Shorter cycle, fuller pipeline, nothing falling through the cracks between people.
AI Strategy & Consulting
Adopting AI isn't a tooling decision. The firms that get value from it point it at something they already do better than anyone else. We help you find what that is.
And avoid spending money on capabilities every competitor can buy at the same price you can.
Outcome: A roadmap that sequences high-return work first, and a clear line between what's worth owning and what's worth renting.
Business Process Automation
Automate everything that slows you down — the repetitive work in finance, HR, and operations that's eating your team's time.
We re-engineer the process itself, not just the task, so the fix holds.
Outcome: Drastically reduce administrative overhead and free your team for strategic work.
Custom AI & Integrations
Your business is unique; your software should be too. We build the bridges between your systems and the custom models your specific problems actually need.
A cohesive stack instead of isolated point fixes.
Outcome: A unified tech stack and a single source of truth for your data.
Not Everything Needs a Model
Some of what slows you down is repeatable — same steps, every time. That goes to an automated queue: fast, cheap, no model required to get it right. What's left is genuinely non-deterministic — judgment calls, drafting, decisions that change with context. That goes to an agent layer built for exactly that kind of work. Knowing which is which, before you build either one, is most of the job.
Works With Your Existing Tools
We integrate with the systems you already use—no rip-and-replace required.
Google Workspace | Office365 | Slack | Hubspot | Salesforce | Pipedrive | Monday.com | Asana | Airtable | and 100+ more
How It Works
One Fixed Price to Start. Then We Scope Together, Openly.
A five-day diagnostic at a fixed price. Everything after is scoped to what it finds — not a shelf price for a relationship.
AI Clarity Roadmap — $1,500
5 business days | 50% credits toward what comes next
What You Get:
- Process map of your current broken workflow
- AI solution architecture diagram
- ROI calculation with specific time/cost savings
- 3 prioritized opportunities ranked by impact
Guarantee:
If the Roadmap doesn't identify at least 3x its cost in actionable opportunities, we'll refund it. You are not obligated to build with us — take it to your team, another firm, or nowhere.
What Comes Next: A Runway, Not a Contract
3-6 months | Scoped to what the Roadmap finds, not a fixed monthly band
How It Works:
- Give it 3-6 months, as long as obvious value is being delivered
- We dial up or down from there — scope grows when it's working, contracts when it's not
- You'll see it on whichever surface fits your team — a dashboard, a Slack relay, or a custom Claude Connector
- You own the IP—no vendor lock-in
What's Included:
The build itself, and keeping it running as models change, APIs break, and prompts drift — both live inside the runway. That same surface is where we review the dial together each quarter.
Results
Real Transformations. Real Numbers.
Anonymized client outcomes that demonstrate what diagnosis-first AI looks like in practice.
B2B Manufacturing
AI-powered product discovery platform for complex B2B catalog with 100+ technical products.
- 85% reduction in product discovery time
- 10-15 min → <2 min per product inquiry
- 80% self-service capability (was 0%)
Self-service discovery means qualified buyers reach a decision without waiting on a person.
Legal Services Firm
RAG-powered research assistant for workers' compensation case law with zero-hallucination protocol.
- 30-60 min saved per legal research query
- 0% hallucination rate on case citations
- 5,771 documents indexed and searchable
Zero hallucination on citations is what makes the tool usable on real matters, not just demos.
Course Creator / EdTech
Multi-agent AI system for automated course generation from topic to comprehensive curriculum.
- 90-95% faster outline development
- 6-8 weeks → 1-3 days per course
- 90-98% cost savings vs. manual development
A 6-8 week cycle compressed to days changes what a catalog can look like in a year.
FAQ
Straight Answers
A process map of your current workflow, an architecture diagram for the proposed solution, an ROI calculation with specific hour and dollar figures, and three opportunities ranked by return. Delivered in five business days. It's a document you keep.
$1,500 for the diagnostic roadmap, with 50% crediting toward what comes next. What follows is scoped to what the roadmap finds and runs on a 3-6 month engagement, not a fixed monthly rate — the roadmap tells you the shape of it before you commit to anything further.
The client. Source code, integrations and IP transfer to you. No licensing arrangement, no dependency on aiChemist to keep running what we build.
No. We integrate with Google Workspace, Microsoft 365, Slack, HubSpot, Salesforce, Pipedrive, Monday.com, Asana, Airtable and others. Rip-and-replace is almost never the right diagnosis.
Five business days for the roadmap. What follows is scoped from there.
Because the problem was never diagnosed. Roughly 70% of realized value in an AI implementation comes from process and people changes rather than the model. Firms that install tools without changing the process around them capture the smaller share.
An AI automation consultancy in Atlanta, Georgia, founded by Jonathan Gudger, serving small and mid-sized businesses across the Southeast. Twenty-plus years in B2B & Enterprise Technology.
Founder-led service businesses, roughly $500K–$5M in annual revenue, where the founder ships the work and the business has outgrown what one person can carry. Sectors we've worked with include accounting, manufacturing, professional services and design firms, legal and insurance, authors and thought leaders, and course creators and educators.
Get Started
Start Here: The AI Clarity Roadmap
$1,500 (50% credits toward what comes next)
In 5 business days, get a complete process map, AI solution architecture, ROI calculation, and 3 prioritized opportunities ranked by impact.
Guarantee: If this roadmap doesn't identify at least 3x its cost in actionable opportunities, we'll refund it.