AI-First Engineering

Ship higher-quality software, faster.

For CTOs and VPs of Engineering running product orgs of ten to a hundred engineers — where delivery has visibly slowed, and AI is a mandate without a map.

The team grew. Where did the speed go?

If deploys are events, queues are long, and your best engineers spend more time fighting the platform than shipping — the drag is structural. And it's measurable.

Releases take weeks

Work sits in queues — review, QA, release windows. Batches grow, risk grows, and shipping becomes an event instead of a habit.

Incidents keep recurring

The same classes of failure come back because the platform invites them. Firefighting eats the roadmap, and nobody trusts the deploy.

AI is everywhere except the process

Everyone has a subscription and an opinion. Nobody has a practice — standards, guardrails, and workflows that make AI compound instead of churn.

Engagements

Measure first. Then fix it — your way.

Software delivery, platform engineering, DevOps, developer experience — one practice, two ways to engage it: I can make your team AI-first, or do the engineering for you. Every path starts with a fixed-scope, fixed-price assessment whose deliverable is yours to keep.

Software Delivery Assessment

DORA-benchmarked · fixed scope

The entry point. I measure how your organization actually ships — DORA metrics, value-stream walk, platform and tooling review — and hand you an honest benchmark with a prioritized path to faster.

What's included:

  • DORA metrics benchmark
  • Value-stream & bottleneck analysis
  • Platform, CI/CD & tooling review
  • AI-readiness of your engineering practice

Deliverables:

Benchmark reportPrioritized improvement roadmap
From $10,000
Standalone by design — the report is the deliverable
Start here

AI-First Practice Advisory

Advise mode · ongoing

I make your engineering practice AI-first: development workflows, standards, and guardrails — with the coaching to make them stick — the practice I led at Cox Automotive.

What's included:

  • AI-first development workflows & standards
  • Guardrails: review, testing, security
  • Platform & developer-experience improvements
  • Team enablement & coaching

Deliverables:

Practice playbookBefore/after delivery metrics
Scoped to your org
After the assessment shows where it pays
Book an intro call

Embedded Engineering

Implement mode · project or embedded

I do the engineering for you — platform work, delivery pipelines, product features — using the AI-first workflows I preach, from the engineer who built the delivery platform 200+ engineers at Cox Automotive shipped on.

What's included:

  • Platform & pipeline implementation
  • Delivery-metrics instrumentation
  • Feature delivery with AI-first workflows
  • Builds run in your accounts — no lock-in

Deliverables:

Working softwareInstrumented delivery metrics
Fixed fee or embedded
Priced per project, from the assessment's roadmap
Book an intro call

Process

Working with Juniper & Co.

01

Intro call

Thirty minutes, free — your delivery pain, your stack, your AI ambitions, and whether there's a fit. No pitch.

02

Software Delivery Assessment

Fixed price, DORA-benchmarked. I measure how you ship today, then hand you a written benchmark and prioritized roadmap — useful whether or not we go further.

03

Advise, build, or both

Practice advisory, embedded implementation, or a fixed-scope project — whatever the numbers say is worth doing. A retainer comes only after something works.

In practice: MoveCars.com

Juniper & Co. worked with MoveCars.com to provide fractional technology leadership, transforming a 25-year-old web property from static HTML to a modern, instant-quote platform — Next.js on Vercel, Rails on Render.

I've worked with Jarrod Carlson for nearly 20 years… If I were hiring a technical leader today, he'd be at the top of my list.
Jarrod is a rare combination of platform engineer, SRE, and full-stack engineer, but what really sets him apart is how he makes entire teams more effective.
He's the kind of engineer who doesn't just solve problems, he removes friction so teams can move faster and ship better software.
Nick Padgett
CEO, MoveCars.com
4.5MpagesThe scale the new architecture is built for
Millionsof carrier records imported dailyAsynchronous ETL, out of the build path entirely
Every PRgets its own preview environmentNo shared-environment contention — less conflict, more features
Jarrod Carlson in the Colorado foothills, mountains behind him.

I'm Jarrod Carlson.

I spent two decades making engineering teams ship faster, most recently running the cloud platform that 200+ engineers at Cox Automotive shipped on every day. I started Juniper & Co. to bring that kind of leverage — measured, not promised — to teams that can't build it in-house.

Common questions

Straight answers about cost, DORA benchmarking, and how advise and implement modes actually work.

Ready to ship faster — and prove it?

It starts with a thirty-minute intro call — your delivery pain, your goals, and whether there's a fit. No pitch.

Book an intro call

Juniper & Co. is currently taking on 2 engagements

  • Fixed scope
  • You own everything
  • Runs in your accounts
  • No lock-in
  • Direct access, no handoffs
Juniper & Co.

Juniper & Co. helps businesses modernize, automate, and grow.

Castle Rock, CO

hello@juniperand.co

20+ years building software · Built and shipped software at three Fortune 500 companies · Denver-based, serving clients nationwide

© 2026 Juniper Ventures LLC, dba Juniper & Co.