AI Infrastructure for Complex Business Workflows
Diagnose
Your Business With AI Infrastructure.

We map how your operation actually runs, find where work breaks down and value leaks out, and build AI infrastructure around the workflows that matter most — so every system we deploy compounds instead of collecting dust.

Best fit for companies with complex back-office, revenue, support, billing, and knowledge workflows.

01
Workflow Diagnostic
We map your operation and find the leaks
02
Fixed-Price Pilot
One high-impact system, proven in 30 days
03
Ongoing AI Infrastructure
Expand only after the first system delivers
Every workflow has a cost when it breaks
One word describes the problem.
Five words describe the solution.
Fix first, then automate

Find the leaks.
Then build the fix.

Before we touch AI, we find where your business leaks time, money, and control. Then we make the work clear. Then we remove friction. Then we automate the right parts.

01
Manual IntakeSmart Routing
Intake & Routing

Requests, leads, and service tickets get classified, prioritized, and routed to the right person or system — without manual sorting.

02
Scattered InfoInstant Answers
Knowledge Retrieval

AI surfaces the right policy, procedure, or precedent at the moment of need — instead of relying on whoever happens to remember.

03
GuessworkGuardrails
Pricing & Approvals

Quotes follow rules. Discounts require approval. Margins stay protected — automatically.

04
Slow InvoicesFaster Cash
Billing & Collections

Invoices go out on time. Reminders follow up. Late payments get flagged before they become problems.

05
Cold LeadsRe-engaged
Follow-Up & Reactivation

Stale leads, lapsed clients, and open loops get systematic follow-up — so nothing slips through the cracks.

06
Ticket ChaosStructured Triage
Support Triage

Incoming issues get categorized, prioritized, and routed — with AI drafting first responses and escalating edge cases to humans.

07
Missing LogsFull Traceability
Workflow Logging

Every action, decision, and handoff is logged automatically — giving you an audit trail without extra effort from your team.

08
Siloed SystemsConnected Ops
Cross-System Handoffs

When one system finishes a step, the next one picks it up — no copy-pasting, no 'we forgot,' no dropped balls between tools.

Start here

Every engagement starts with a Workflow Diagnostic.

Fixed scope. Clear deliverables. The roadmap is yours to keep.

Market Research · Publicly Citable Results

The market is already proving the ROI of workflow AI

The fastest returns from AI aren’t coming from chatbots or content generators. They’re coming from companies that applied AI to real workflows — support, sales, estimating, operations, and service delivery.

Workflow Research · 14 Verified Case Studies

Proven ROI of
Workflow AI

Companies that applied AI to real workflows — intake, sales, revenue recovery, and operations — are reporting booking rate increases of 2–10×, revenue growth of 40–300%, and payback periods measured in days to weeks.

14Verified Case Studies
10×Max Booking Rate Increase
300%Peak Revenue Growth
4Workflow Categories
Filter by
Intake & Routing · 5 Case Studies

01 / INTAKE & ROUTING

Gulfshore Air

Field Services · Niceville, FL

ServiceTitan AI Suite
$370K
Revenue in first 30 days of AI-routed intake

53% year-over-year revenue growth after automating the full intake-to-dispatch workflow. AI voice agent handled booking while staff managed live calls — zero human intervention on routed jobs. Average ticket rose $150.

“I had three calls going, and the AI was able to book two calls while I was on the phone.” — Krista Landen, Marketing & IT Manager
servicetitan.com

02 / INTAKE & ROUTING

Aire Serv (Cota’s Comfort)

After-Hours Intake Automation

Avoca AI Voice Agent
258%
Increase in after-hours bookings

Head-to-head: live answering service booked 5 calls in 20 days. AI booked 43 calls in 10 days. After-hours bookings jumped from 58 to 208/month with a sustained 90% booking rate. Membership signups rose 41%.

“We had four calls at once. The AI handled all of them, and three got booked — simultaneously.” — Eddie Cota, Owner
avoca.ai

03 / INTAKE & ROUTING

HL Bowman

$100M Revenue Operation

Avoca AI Responder
70%
Of call volume handled by AI

Runs a $100M operation with just 9 human CSRs. AI handles 70% of total call volume at a 93% satisfaction score and 100% answer rate. Cost per conversion dropped from $350 to $215 — a 39% reduction.

“I can run a $100M business with 9 CSRs because AI handles 70% of our entire call volume.” — Bryan, Owner
avoca.ai

04 / INTAKE & ROUTING

My Plumber Plus

$129M Operation · 356 Employees

Avoca AI
0 min
Hold time (down from 4–5 minutes)

Eliminated customer hold times entirely. AI achieved a 17% higher booking rate than human agents across 1,000+ calls. No added headcount.

“Now we’ve got unlimited bandwidth. It’s like having 10 agents on-call — 24/7.” — Jason Price, Director of Marketing
avoca.ai

05 / INTAKE & ROUTING

Top Flight Electric

Field Services · Winter Haven, FL

Avoca AI Voice Agent
10×
Booking rate increase (5–10% → 70%+)

$170K in new revenue from previously missed calls alone. During a hurricane that knocked out phones and internet, the AI answered every call and generated $150K in a single week.

“The AI answered those calls for us and booked them. That week alone was worth $150,000.” — Billy Bishop, Owner
avoca.ai
Sales & Quoting · 2 Case Studies

06 / SALES & QUOTING

Total Comfort

AI Sales Coaching

Rilla Conversation Intelligence
23→42%
Close rate in 4 months (83% improvement)

Close rate jumped from 23% to 42% in four months. Managers went from 2 ride-alongs/week to reviewing 8–10 virtual sessions/day — dramatically increasing coaching capacity without adding headcount.

“With Rilla I can see my weaknesses and strong points and adjust accordingly.” — Jonathan Shun, Comfort Advisor
rilla.com

07 / SALES & QUOTING

Preferred Home Services

Multi-Trade · Charleston, SC

Rilla AI Conversation Intelligence
+$2K
Average sales increase per job

+$2,000 average sales per job, 18% rise in closures, and 20% jump in close rate — all within 4 months. One associate grew from 50% to 71% close rate in two months, becoming the first to surpass $1M in annual sales.

rilla.com
Revenue Recovery · 2 Case Studies

08 / REVENUE RECOVERY

Above + Beyond

Revenue Recovery · Oklahoma

ServiceTitan Field Pro AI
$2M
Projected recovered revenue in 2025

Recovered $1M from unsold estimates in 2024. Through H1 2025, already $1.2M recovered — projecting $2M for the year. AI identified counterproductive sales behaviors, transforming a bottom performer into the top producer.

“I never thought we’d use AI, and now we can’t do business without it. If you’re not using it, you’re losing money.” — Price
servicetitan.com

09 / REVENUE RECOVERY

Hembree Heating & Air

Lead Reactivation · Mobile, AL

Scorpion RevenueMAX
300%+
Business growth in 2 years

Grew over 300% within two years from ~$1M starting revenue. AI-powered capacity marketing decreased cost per lead by 25%. Platform-wide average across clients: 10× ROI.

“Scorpion is absolutely a major reason we have grown so much.” — Josh Hembree, Owner
scorpion.co
Operations & Automation · 5 Case Studies

10 / OPERATIONS & AUTOMATION

Rainforest Plumbing & Air

Billing & Ops Automation · Phoenix, AZ

ServiceTitan
$12→$22M
Revenue growth over 4 years

Nearly doubled revenue in four years. Billing cycles collapsed from 30-day invoicing to next-morning processing. Residential unit exploded from $500K to $5M. Built 1,000+ five-star reviews.

“In four years, we’ve hit the $22 million revenue mark.” — Dallin Tippets, Operations Director
servicetitan.com

11 / OPERATIONS & AUTOMATION

Best Quality Electric

Workflow Centralization · Long Island, NY

ServiceTitan
$1.5→$2.8M
Revenue in year one

Nearly doubled revenue in year one and on track for $5M within four years. Expanded from 3 trucks to 9 and purchased a second facility — all from centralizing dispatch, billing, and job management.

“Until we centralized our workflows, we didn’t know there was money on the table.” — Vicki Gibiault, Second-in-Command
servicetitan.com

12 / OPERATIONS & AUTOMATION

Hail or High Water Roofing

Job Workflow Automation

AccuLynx
12–16 hrs
Saved per job (+ 40% YoY sales growth)

40% YoY sales growth while saving 12–16 hours on every job. Owner had been working 70+ hours/week; automated workflows dramatically reduced that burden.

“Before automation, we were working 70+ hours a week. Now we save 12–16 hours on every job.” — Steve Sims, Owner
acculynx.com

13 / OPERATIONS & AUTOMATION

Kaiser Siding and Roofing

Lead Assignment & Estimating Automation

AccuLynx + EagleView
120%
Revenue growth in one year

More than doubled revenue without proportionally expanding the sales team. Automated lead assignment and integrated estimating tools saved measurable time per job.

“We generate automated reports to plan bids and production schedules — every week.” — Scott Kaiser
acculynx.com

14 / OPERATIONS & AUTOMATION

Coastal Construction

Estimating & Takeoff Automation

Togal.AI
$1M
Documented savings through faster estimating

$1M in documented savings through AI-powered automated takeoffs. Computer vision extracts measurements from blueprints in minutes, replacing hours of manual quantity work.

relayfi.com

Key Patterns

3 Themes
01

Intake Automation Delivers the Fastest ROI

AI-powered intake — call handling, routing, and booking — shows the most dramatic payback. One company generated $150K in a single week from calls that would have gone unanswered. Another saw a 258% jump in after-hours bookings. 78% of leads go to the first company that responds.

02

Sales & Quoting AI Compounds Over Time

Conversation intelligence and quoting automation show a different ROI curve — not instant, but steep. A 40% average close-rate increase across 400+ companies translates directly to revenue without additional marketing spend.

03

Workflow Centralization Unlocks Margin at Scale

The biggest long-term gains come from centralizing operations: billing, dispatch, estimating, and job management. Companies that connect these workflows report 40–120% revenue growth within 1–4 years and dramatic reductions in per-job overhead.

Quick-Reference Summary

All 14 Studies
#CompanyWorkflowSolutionTop MetricSource
01Gulfshore AirIntakeServiceTitan AI Suite$370K revenue in 30 days; 53% YoY growthservicetitan.com
02Aire Serv (Cota’s)IntakeAvoca AI258% increase in after-hours bookings; 90% booking rateavoca.ai
03HL BowmanIntakeAvoca AI70% of call volume handled by AI; $100M operationavoca.ai
04My Plumber PlusIntakeAvoca AI17% higher booking rate than humans; 0-min holdavoca.ai
05Top Flight ElectricIntakeAvoca AIBooking rate 10× increase; $170K new revenueavoca.ai
06Total ComfortSalesRillaClose rate 23% → 42% in 4 monthsrilla.com
07Preferred Home ServicesSalesRilla+$2K/job; close rate +20% in 4 monthsrilla.com
08Above + BeyondRecoveryServiceTitan Field Pro$2M projected recovered revenue (2025)servicetitan.com
09Hembree HeatingRecoveryScorpion RevenueMAX300%+ growth in 2 years; 25% lower CPLscorpion.co
10Rainforest PlumbingOperationsServiceTitanRevenue $12M → $22M in 4 yearsservicetitan.com
11Best Quality ElectricOperationsServiceTitanRevenue $1.5M → $2.8M in year oneservicetitan.com
12Hail or High WaterOperationsAccuLynx40% YoY sales increase; 12–16 hrs saved/jobacculynx.com
13Kaiser Siding & RoofingOperationsAccuLynx + EagleView120% revenue growth in one yearacculynx.com
14Coastal ConstructionOperationsTogal.AI$1M documented savingsrelayfi.com

The evidence
is unambiguous

AI applied to real workflows delivers ROI in days to months, not years. The fastest returns come from automating intake and routing. The deepest long-term returns come from sales intelligence, revenue recovery, and operational centralization — where compounding efficiency gains drive 40–120% revenue growth within 1–4 years. Every case study is publicly citable with a verifiable URL, named company, and specific metrics.

14 verified case studies · Named companies · Citable source URLs

Data sourced from ServiceTitan, Avoca AI, Rilla, AccuLynx, Scorpion, and Togal.AI

Public market evidence from companies using AI in real workflows — support, sales, estimating, operations, and service delivery. Kudjo builds on this evidence with workflow-first implementation designed for complex operators.

Published · Publicly citable · Not projections
Business Impact

The numbers
don’t lie.

These are verified outcomes from real service businesses — not projections.

10×
Booking Rate
Top Flight Electric, FL
$2M
Revenue Recovered
Above + Beyond Plumbing
258%
After-Hours Bookings
Aire Serv HVAC
39%
Lower Cost Per Convert
HL Bowman, $100M operation
83%
Close Rate Improvement
Total Comfort HVAC
300%
Revenue Growth
Hembree H&A, 2 years
70%
Call Volume Handled by AI
HL Bowman — 93% CSAT
30d
Proof Pilot Window
ROI before you commit
How we think

A disciplined process, not guesswork

We don’t guess where to put AI. We follow a repeatable method so every dollar spent is tied to a workflow, a constraint, and a business outcome that matters.

1

Diagnose

Map how work actually moves today.

2

Prioritize

Score by impact, feasibility, time-to-value.

3

Build

Deploy one high-value system around a defined workflow.

4

Measure

Track speed, quality, adoption, and economic impact.

5

Expand

Connect additional workflows after the first proves value.

Reactive intake
Manual scoring
Gut-feel build
No baseline
Never expands
Why trust us

Built on engineering rigor, not hype

Our assessments don’t end in vague recommendations. They produce a structured operating blueprint — opportunity scoring, ROI models, rollout plans, and a practical path forward.

We don’t bolt AI onto
broken workflows.
We fix the leak first.
25–75
AI opportunities identified per audit
🔐

Least-privilege access

Systems only get the permissions they need. Nothing extra, ever.

📋

Full audit logging

Every action is logged. Complete transparency. You own your data.

📄

NDA-ready engagement

Confidentiality is standard. Not an add-on, not a premium tier.

🏗️

Production-grade systems

Not experiments. Not MVPs. Systems that run every day without babysitting.

Built by Devon Dudley

Enterprise systems experience.
Startup builder instincts.
Workflow-first AI thinking.

Enterprise systems perspective
Currently works at The Home Depot — workflow-heavy internal systems and operational infrastructure where controls, reliability, and cross-team coordination matter.
Builder’s perspective
Earlier led technical projects at FreeWater — web, mobile, and operational product systems built from scratch inside a fast-moving startup.
Pattern-recognition perspective
Company research at Bloomberg Beta, Precursor Ventures, and LvlUp Ventures — evaluated hundreds of startups and studied AI infrastructure trends across industries.

See Where Your Workflows Are Leaking Value

We look at how your operation actually runs, find the high-friction points, and show you where AI infrastructure can make a real difference — with numbers attached.

This is where the quick overview ends. Keep scrolling for the deep dive — process details, deliverables, examples, and the full methodology.

— Deep Dive —
DEEP DIVE
Deep dive

Inside the diagnostic

Here's exactly what happens when you work with us. Five phases. Clear outputs. No vague consulting.

25–75

AI opportunities identified

5

maturity pillars scored

11+

deliverables included

30 days

follow-up support

Scoping & Prep

Before kickoff

Leadership scoping callProblem framingDocument & tech stack reviewStakeholder mapping

Discovery

Days 1–5

15–40 stakeholder interviewsSystem walkthroughsCritical process mappingFailure-point identificationData landscape assessment

Analysis & Scoring

Days 6–9

AI Maturity Score (5 pillars)Impact × Feasibility matrixROI modeling for top initiativesInitial workflow hypotheses

Roadmap Design

Days 10–12

Tool recommendations & pricing4-phase implementation planGovernance & change management

Delivery

Days 13–14

25–40 page audit reportExecutive presentationFull handoff package

Typical AI audit vs. Kudjo

Lists tools to buy

Connected workflows that compound value

Generic recommendations

Workflow-specific, data-backed plans

PowerPoint bullet points

Process maps, scoring, and ROI models

Delivered and done

Follow-up support built in

Sample assessment

See a Real Workflow Diagnostic

This is an example of what our diagnostic produces — a full assessment with workflow maps, maturity scores, opportunity matrices, ROI models, and a phased rollout plan. Not a vague deck.

Open in new tab
Tier 1 — Pilot

Start With One High-Impact Workflow

$2,500–$5,000 one-time investment

1 workflow · 2–4 weeks to deploy · defined success metrics · 2-Year Warranty included

Your diagnostic identifies the biggest opportunity. We build that first. We prove value. Then we expand.

Examples:

Tap a card to try a live demo or schedule a meeting. For Website AI Closer, use the chat bubble in the bottom-right.

01
AI Intake & Routing Engine

AI Intake & Routing Engine

Classifies incoming requests, prioritizes by urgency or value, and routes to the right person or system — so nothing sits in a queue or gets lost.

02
AI Pricing & Approval Engine

AI Pricing & Approval Engine

Enforces pricing rules, flags underquoting, suggests margin-protective options, and routes approvals — so quotes go out faster and margins stay protected.

03
AI Workflow Profit Finder

AI Workflow Profit Finder

Connects cost data across workflows to show where you’re making money, where you’re losing it, and where small fixes create outsized returns.

04
AI Knowledge & Conversion Assistant

AI Knowledge & Conversion Assistant

Engages visitors, qualifies needs, answers questions using your business rules, and converts interest into action — without staff involvement.

AI Intelligence (Advisory)

Stay Ahead of AI Without the Research

For busy professionals who need to stay ahead of AI without spending hours on research.

AI Pulse

$500/mo

Bi-weekly briefings, 1 call/mo

AI Advisor

$1,500/mo

Weekly briefings, 2 calls/mo, unlimited tool analysis

Fractional AI Strategist

$3,500/mo

Weekly sessions, implementation support, staff training

What comes next

After your pilot proves ROI, we connect workflows across your entire operation — intake, pricing, billing, support, and knowledge — so every part of your business talks to each other automatically.

Tier 3 — Enterprise

Custom apps, multi-location, advanced integrations · 3–6 months

Custom pricing

Lifetime Warranty

For complex operations wanting enterprise-grade AI infrastructure across multiple workflows

Tier 5

AI Workers

Tier 6

AI Teams

Tier 7

Company Brain

Tier 8

Continuous Improvement

Gear
The Kudjo Method

We Learned From Toyota.
We'll Never Automate a Broken Process.

Shigeo Shingo helped design the Toyota Production System. His rule was simple: fix the work first, then automate. Every AI system we build follows that principle — which is why they actually stick.

What We're Building

The foundation of your AI-powered business

We aren't just bolting AI onto your company. Kudjo builds AI infrastructure around the workflows that matter most — so your operation runs the same way every day, protects margins with rules, doesn't rely on any one person, and can scale across teams or locations.

Runs the same way every day
Protects margins with rules
Doesn't rely on any one person
Can be copied across locations
Kudjo mascot
2Shigeo Shingo's "23 Stages of Automation"

Your Journey Through AI Automation

Standardize and fix the work first — then introduce automation only where it clearly improves speed, quality, or cost.

3Second Brain for Business

Your Company Brain

A shared intelligence system that captures only what matters, eliminates scattered notes, and lets AI analyze, search, and assist.

Capture only what matters — pricing logic, decision rules, process steps, lessons learned
Eliminate scattered notes and spreadsheets — critical knowledge lives in one structured place
Make it searchable by AI so it can answer questions, recommend actions, and surface patterns
Each team member gets an AI assistant for docs, tasks, scheduling, and Q&A
Assistants share context and coordinate work across functions — reducing meetings and handoff delays
Kudjo

We build enterprise-grade AI systems on top of Google Workspace so small and mid-sized businesses can operate with the same productivity power as large corporations — without the overhead, headcount, or headaches.

G

Google Vertex AI + Workspace

Vertex AI for intelligence, Workspace for workflows

  • Enterprise-grade AI on Google Vertex AI
  • Google Workspace for workflows, operations, and secure access
  • Custom internal apps when needed — no per-seat SaaS fees
  • Google Sign-In for staff (no separate logins required)
  • Full ownership of all systems and intellectual property
  • Predictable monthly support instead of unpredictable SaaS licensing
Google
Kudjo
Business Impact

How This Increases Profit

Capture value you are currently missing

AI flags missed opportunities, follows up on stalled workflows, and closes gaps that leak revenue

Protect your margins

Decision rules prevent underpricing, enforce approval logic, and surface margin-eroding patterns

Reduce busywork

Automated logging, routing, follow-ups, and handoffs free your team for judgment and relationship work

Kudjo

One Clear Takeaway

We don't just sell AI features. We diagnose how your operation actually runs, find where workflows break down, and build infrastructure around the processes that matter most — so every system we deploy compounds instead of collecting dust.

Common questions

Frequently asked

Straight answers to the questions sophisticated operators usually ask first. Can't find what you're looking for? Reach out — we're happy to help.

Start a Conversation

Tell us about your operation. We'll follow up with a point of view on where workflow friction may be costing you time, margin, or control — and where AI infrastructure could help.