Terrain AI Labs
Northwest Arkansas · AI Product Studio

Built by Amazon and Walmart engineers. Running in our own business.

We build working AI tools for small and mid-sized businesses — with a fixed price, a clear scope, and code you own. Not a strategy deck. A system your team uses on Monday.

Plain English · Fixed price · You own the code
Cadence AI
LIVE · v1
Needs attention today
Ridgeview Cabin — hot tub heater
Guests arrive Thu 4 PM · vendor notified
Confirmed 4 cleans this week · SuiteOp
Approve Sat turnover · Downtown Loft
Send September owner report · Crystal Bridges
B Home Management ↗7 tasks cleared today
20+ yrs
of combined experience
2
Fortune 10 employers between them
7+
AI products shipped & running
1
running a real business today
The honest market picture

Most AI projects fail. We build the ones that don’t.

The demand from small businesses is real — but so is the failure rate. The firms that succeed at this level aren’t the ones with the most impressive credentials. They’re the ones that scope it straight, ship working systems, and don’t disappear after the invoice is paid.

80%
of AI projects fail to deliver business value — twice the rate of non-AI IT projects.
RAND Corporation, 2025
42%
of companies abandoned most AI initiatives in 2025 — up from just 17% the year before.
S&P Global Market Intelligence, 2025
82%
of small businesses say adopting AI is essential to staying competitive.
Reimagine Main Street / PayPal, 2025
The gap between “I tried ChatGPT” and “I have an AI system running my operations” — that’s exactly where Terrain AI Labs works.
Proof, not a pitch

Cadence AI is running a real business right now.

Sandeep built Cadence as the operations assistant for Lindsey’s short-term-rental business. It reads across her PMS, pricing, cleaning and accounting tools, drafts the next move the moment something needs attention — then waits for her approval before anything goes out. One conversation, every tool.

“It takes the mental load off running a service business. I’m not guessing what a small-business owner needs from AI — I’m one, and I use this every day.”
Lindsey Barhanpure
Co-founder · Owner, B Home Management ↗
Watch it run · 25 secLIVE
Live in production
Cadence AI
Operations Assistant · Short-Term Rentals
B Home Management · Northwest Arkansas
It runs a real business.
Every single day.
cadence.bhome.app
Good morning, Lindsey
MON · MAY 18
Needs attention today
Ridgeview Cabin — hot tub heater
Guests arrive Thu 4 PM · open 3 days
ACTION
Today
Confirmed 4 cleans this week · SuiteOp
Approve Sat turnover · Downtown Loft
Send September owner report · Crystal Bridges
6
tasks cleared today
0
missed handoffs
2h
avg response
What "in production" looks like
Less to keep in your head.
More control.

“I'm not guessing what a small-business owner needs from AI.
I'm one — and I run my business on this every day.”

Terrain AI Labs
Built by builders · Proven in our own business
CADENCE AI · PRODUCT FILM
00:00:00
0:00 / 0:25
Cadence · live with B Home Management · Northwest Arkansas
Where we fit

You’ve probably already tried ChatGPT. We start where it stops.

Most teams reach for an off-the-shelf tool, a freelancer, their own IT person — or they wait. Each is reasonable. Each has a ceiling. Here’s honestly where each one stops.

OFF-THE-SHELF AI

Quick wins, hard ceiling

ChatGPT, Copilot, Make. Great for drafting and summaries — but they can’t plug into your QuickBooks, your CRM, or your real workflow.

✕ stops at your data
FREELANCE DEVELOPER

A rate, not a result

An hourly rate is cheap until the project balloons. No one owns whether it actually ships and gets used in your operation.

✕ stops at accountability
YOUR OWN TEAM

Always the side task

Your IT person knows the business — but the AI build always loses to the day job. Eighteen months later, the problem’s still there.

✕ stops at capacity
WAIT AND SEE

No cost — today

Nothing to spend, nothing to disrupt. But the problem compounds, and the competitors who moved aren’t waiting for you.

✕ stops at standing still
WHERE TERRAIN FITS
We start after the tools, the freelancer, and the false starts — a working system tested against your real operations, that your team actually uses, that you own.
the gap between “works in a demo” and “works in our operations.”
Why AI · why now

For the first time, small business isn’t the one left behind.

For a decade, the best software went to companies with the biggest budgets. AI broke that pattern. The tools are here, they’re affordable, and the gap between a corner shop and a Fortune 100 has nearly vanished. What’s missing isn’t technology anymore — it’s someone to tell you, plainly, what’s worth building.

1.8× → ~1×
Big companies once adopted AI at nearly twice the rate of small ones. In 18 months that gap has all but closed.
U.S. SBA Office of Advocacy, 2024–25
82%
of the smallest firms say AI “isn’t for them.” The data says otherwise — it’s a knowledge gap, not a fit problem.
U.S. SBA Office of Advocacy, 2025
41%
of small businesses using AI now spend more time on the work that actually grows the business.
SBE Council, 2024

The barrier was never the technology. It’s knowing what to build — and that’s the part we take off your plate.

How we work

So we make the path obvious — and walk it with you.

Fixed priceDefined scopePlain EnglishYou own the code
1

Readiness Review

One structured hour. We tell you whether AI is the right answer — and what it would take. Sometimes the honest answer is “not yet.”

2

Scope & fixed quote

A defined scope, a fixed price, and exactly what we need from you in week one. No open-ended billing, ever.

3

Build & ship

We build a working system — tested against your real operations, not a controlled demo. You see it run on your data.

4

Handoff — you own it

You own the code from day one. Built to be maintained and handed off — never to lock you in.

Who we help

You’ll recognize yourself in one of these.

Three kinds of operators come to us. The honest answer is different for each — and so is where we’d start.

TRIED AI · GOT BURNED

The Burned-Once Operator

You spent real money on a project that never shipped — or shipped and nobody used it. You’re not anti-AI. You’re anti-overpromise.

“Here’s a system running a real business today. Want to see it?”

See Cadence AI →
DATA EVERYWHERE · NO DATA TEAM

The Data-Rich Operator

Your numbers live in QuickBooks, a CRM, and a spreadsheet one person maintains. There’s value you can’t reach — and a data scientist isn’t a $150k hire you can make.

“Give us one hour. We’ll tell you honestly whether you’re ready — and what it’d take.”

Start with a Readiness Review →
KNOWS THE WHAT · NEEDS THE BUILD

The Technical Founder

You know what the AI has to do. You can’t scope, staff, or cost the build — and you’ve been burned by estimates that ballooned.

“We’ll challenge your architecture before we build it. You own the code from day one.”

Talk through a custom build →
Ways to work

Three ways to start. One team responsible.

Every project is fixed-scope, with pricing quoted up front — no open-ended billing. Start with a Readiness Review, and reach out anytime to learn more.

START HERE

AI Readiness Review

A structured, one-hour discovery with a written one-page output — useful on its own.
One hour · a one-page plan in 48h
82% of small firms believe AI “isn’t for them.” The barrier is knowing where it fits — this hour answers exactly that.
U.S. SBA Office of Advocacy, 2025
  • A straight yes or no — not a sales call
  • Written one-page output in 48h
  • Clear next step, or what to fix first
Free intro session — reach out to book.
Book a review
MOST COMMON
THE WORKHORSE

Process Automation Build

A tool that removes a specific, repeatable manual process from your week.
Fixed scope · typically ships in weeks
Automating the busywork gives owners back the scarcest resource: 41% then spend more time growing the business.
SBE Council, 2024
  • Connects your existing systems
  • Working system, not a prototype
  • You own all the code
Fixed project price, quoted up front — reach out to learn more.
Start a project
FOR THE CORE

Custom AI System

A production-grade AI system built to enterprise standards — for the problem at the core of your business.
Scoped after a Readiness Review
42% of companies scrapped most AI projects in 2025. Reliability is where they fail — and where enterprise engineering earns its keep.
S&P Global Market Intelligence, 2025
  • Multi-system data integration
  • Built for reliability & handoff
  • Enterprise standards, small-business partner
Scoped and priced after your review — reach out to learn more.
Talk to us
The founders

Two operators. Eight years. No learning curve.

Both of us spent years inside Amazon and Walmart — engineering on one side, technical and operational program management on the other. That pairing is what prevents the most common ways AI projects fail.

Sandeep Barhanpure

Sandeep Barhanpure

Engineering, Product & AI

Leads Health & Benefits engineering at Walmart — a platform serving 1.6M members and a new healthcare line built from zero. Previously head of engineering at AWS. Built all three of our products.

Why I’m doing this

I’ve spent my career building AI for millions of users at big companies. The same tools can do just as much for a ten-person business — they just never get built for them, because no one makes it simple or affordable. I want to be the person who does.

LinkedIn · Sandeep ↗
Lindsey Barhanpure

Lindsey Barhanpure

Program Management & Operations

Led technical and operational programs in the retail and supply chain organizations at Amazon and Walmart. Now owner of B Home Management & B Home Essentials — and the real customer who runs her business on Cadence AI every day.

Why I’m doing this

I run a small business, and I felt how much of the day disappears into busywork. Once we built Cadence and it gave me that time back, I couldn’t unsee it — every owner I know is drowning in the same tasks. I want to get them the same relief.

LinkedIn · Lindsey ↗
Simplicity

If the output isn’t usable by a non-technical operator, it isn’t done.

Honesty

No jargon. No inflated promises. We tell clients what they need to hear.

Craftsmanship

Labs mentality — test, break, rebuild, simplify. We iterate until it’s right.

Accountability

Fixed scope, fixed price, and a real answer when something goes wrong.

Want to see a system that’s already running a real business?

Start with a free, one-hour AI Readiness Review. We’ll tell you whether AI is the right answer — and what it would take.

Book your free AI Readiness Review
Built by builders. Proven in our own business.