Since 2016 · AI Acceleration Infrastructure

The Practical
AI Juncture.

Building the AI acceleration infrastructure for software-driven businesses — from shipping faster to AI-powered products to intelligent automation.

9
Years in Business
174
Consultants
25-35%
Faster Delivery*
80%+
AI-Assisted Output
4+
Year Avg. Relationship

*Tracked via automated developer intelligence tooling from our GTM partner

Verified Track Record

9 Years of Lean Delivery.

We've spent 9 years obsessing over efficiency — doing more with less, operating lean teams strategically. GenAI is the unlock that lets us productize that discipline.

Clutch 5-Star Reviews ▶ Customer Testimonials — Video playlist
Domiciled in
United States
Czech Republic
The GenAI Unlock

From Services to AI Acceleration Infrastructure

In 2023, we saw the unlock: GenAI fundamentally changes how software gets built. But shipping code faster is just the entry point. We productized our delivery framework and are expanding into AI-powered products, intelligent agents, and business automation.

Applied Research Team — continuously evolves AI-native practices across the full AI Acceleration Ladder. You get R&D benefits without the overhead.
The Moment
We're at a practical juncture where AI finally delivers real engineering improvements.

Your teams know AI is transformational. But tools alone don't create velocity. You need methodology.

Legacy Codebases

AI tools choke on 4+ year old systems

No Methodology

Tools alone don't create velocity

Team Bandwidth

No time to figure out AI workflows

No Tech Team

Product teams can't build without developers

The AI Acceleration Ladder

Meet You Where You Are. Grow With You.

Our framework for AI services maturity. Most clients start at Level 1 and expand as we build trust.

5

AI-Native Enterprise

Strategy, governance, MLOps, compliance

Future
4

Automated Business

End-to-end business process automation with AI

Future
3

Intelligent Operations

AI agents doing internal work autonomously — not chatbots, real digital workers

Building — 2026
2

AI-Powered Products

LLMs integrated into your product — conversational AI, intelligent search, recommendations

Building — 2026
1

AI-Accelerated Development

Agentic coding with structured playbooks — ship software 25-35% faster

Now — Velocity Framework™
0

AI Productivity

Individual copilots, ChatGPT usage — table stakes, not a service

Baseline

You get a partner who grows with your AI ambitions. No need to find new vendors as your needs evolve — each level builds on the trust and codebase knowledge from the last.

Our Approach

Three Value Pillars.

Every engagement includes all three — because tools without enablement don't stick.

01

Delivery

Your backlog shipped 25-35% faster on your existing codebase. Real PRs, real features, real velocity.

02

Enablement

Your teams learn AI-native workflows. By month 3, they're more capable than before.

03

AI Champions

We identify and activate internal advocates who expand what's possible across your org.

Engagement Models

Two Client Paths.

Choose the path that matches your team structure. Both deliver the same three pillars.

Brownfield

You Have a Dev Team

Existing codebase, existing developers — need acceleration and AI enablement.

  • AI works on YOUR existing code
  • Your devs learn AI workflows
  • We augment your team, not replace
  • Velocity Pod™ engagement model
  • Month-to-month flexibility
Product-Led

No Dev Team? No Problem.

Product vision but no developers — we become your engineering capability.

  • Your product team directs
  • We handle all technical execution
  • Foundation → MOW cycles
  • Clear outcomes each 30-day cycle
  • Full engineering capability

We Win When…

Engineering team is 0-50 people
Leadership is strong and decisive
Company is outcome-focused, low politics
The Method

The Velocity Framework™.

A structured methodology that makes AI actually work on real codebases.

01

Codebase Scan

AI-readable architecture map. 30 min of your time.

02

Requirements Accelerator

Conversation → PRD in hours, not weeks.

03

Sprint Delivery

Merged PRs + demo recordings. Human reviewed.

04

Production

Live features + handoff docs. QA validated.

05

Reporting

AI adoption metrics + velocity tracking. Weekly.

Sneak Peek

Inside the Velocity Framework™.

Our methodology is open. Here's how we ensure AI-generated code is production-ready.

View Full Methodology on GitHub
01

V.U.E. Quality Gate

Every line of AI code must pass three checks before shipping.

V

Verified

Did I verify it works? Tests pass, APIs exist, ran real spike against the system.

U

Understood

Do I understand it? Can debug at 2am without asking AI, know the failure modes.

E

Explainable

Can I explain it? 2-3 minutes to a teammate, justify the trade-offs made.

"If the only reason you trust it is 'the model seemed confident,' it's not verified."

02

80/20/0 AI Zones

We know where AI helps — and where humans must lead.

80%

AI Zone

High AI assistance, standard review

  • Boilerplate & CRUD
  • Test generation
  • Documentation
  • Refactoring
20%

AI + Human Zone

AI assists, heavy human involvement

  • Business logic
  • Integrations
  • Complex algorithms
  • API design
0%

Human Only Zone

Purely human, security team review

  • Authentication
  • Payments
  • Encryption
  • Architecture
03

AI Failure Monsters

Four failure patterns we actively hunt in every code review.

The Confident Liar

Hallucination with perfect posture. Makes up APIs, flags, libraries that don't exist.

Counter: Verify against docs

The Overfit Intern

Great on common patterns, brittle off-road. Works in examples, fails in YOUR system.

Counter: Add rich context

The Productivity Mirage

Fast output, slow learning. Ship quickly but can't explain or debug your own code.

Counter: Manual reps

The Silent Security Leak

Capability without guardrails. Models read .env files, logs, anything you share.

Counter: Least privilege
04

Security-First Approach

Compliance-ready. Enterprise-safe.

Data Classification

Strict rules on what CAN and CANNOT go to AI systems.

Credential Protection

Never share secrets. Always use placeholders.

Audit Trail

Every AI interaction logged and reviewable.

Compliance Support

Practices designed to support your SOC2, HIPAA, PCI-DSS programs.

Global Delivery

Full Timezone Overlap.

Nearshore model built for your timezone. Real-time collaboration, not async handoffs.

US Clients
Latam Team

Brazil, Colombia

Full business hours overlap
EU Clients
EMEA Team

European timezone coverage

Full business hours overlap
Same-day turnaround on questions Standup at YOUR convenient time No late-night calls for your team
Proof Point

Results That Speak.

Brownfield Success

OneRail

B2B Logistics Platform — Core System Rebuild

Traditional
7-8
months estimated
Velocity Framework™
3.5
months delivered
122 PRs in 90 days 80%+ AI-assisted 50% time saved
50%
Time Reduction

More success stories coming soon

Fintech
████████ ███
Payment Processing Platform
██ PRs ██% faster
Case Study Pending
Healthcare
██████ ████████
Patient Management System
██ PRs ██% faster
Case Study Pending
IoT / Hardware
███████ ██████
Industrial Automation
██ PRs ██% faster
Case Study Pending
Investment

Clear, Simple Pricing.

We don't sell hours. We deliver outcomes.

Most Popular

Velocity Pod™

For teams with developers + existing codebase

$13,000/month

Typical: 15-25 PRs/month merged

  • Dedicated Senior Engineer (full-time)
  • AI Delivery Lead (fractional ~10 hrs/wk)
  • Requirements Accelerator workflow
  • Managed AI Credits ($500/mo included)
  • Developer Intelligence via Minware
  • Nearshore delivery (full timezone overlap)

Day-30 Milestone

Agreed feature shipped to staging. Miss it = no invoice.

Included

Code, tests, docs, PR reviews, daily standups, weekly demos

Not Included

On-call/support, infra management, design, QA (available as add-on)

Scope

You prioritize backlog. We commit to sprint scope. Change requests handled in next sprint.

Product Teams

Foundation → MOW

For product teams without developers

$18K + $15K/mo

Clear outcomes each 30-day cycle

  • Foundation: Production-ready base (4 weeks)
  • MOW: Monthly Outcomes Workplan
  • Dedicated team with domain knowledge
  • Developer Intelligence via Minware
  • Nearshore delivery (full timezone overlap)

Day-30 Milestone

Deployable MVP or major feature complete.

Included

Full-stack dev, architecture, code, tests, deployment setup

Not Included

Ongoing hosting costs, design (available), on-call after handoff

Scope

Monthly planning session. Outcomes agreed upfront. Changes = next cycle.

Growth Path

Growing With You.

The AI Acceleration Ladder creates natural expansion as your AI ambitions grow.

01
Start

Velocity Pod

Ship software faster with AI-native engineering. Prove the value of structured AI methodology on your codebase.

From $13K/mo → Level 1
02
Expand

AI Features

"Can you add AI features to our product?" RAG, conversational AI, intelligent search — embedded in your product.

$25-50K project → Level 2
03
Automate

AI Agents

"Can you automate our internal processes?" Real digital workers — support, sales dev, research — operating alongside your team.

$30-60K project → Level 3

You don't need a different vendor as your AI needs grow. We retain deep knowledge of your codebase and business — and grow with you.

Risk Reversal

We Take the Risk. Not You.

30-Day Guarantee

No milestone at Day 30 = no invoice for the first month. We have to prove it works.

Month-to-Month

Cancel with 30-day notice. No long-term lock-in. We earn your business every month.

Weekly Visibility

You always know exactly where we stand. Progress, blockers, velocity — transparent always.

Honest Assessment

Are We a Good Fit?

We're selective about who we work with. Here's how to know if we're right for each other.

✓

Ideal Fit

  • Engineering team of 0-50 people
  • Strong, decisive leadership
  • Outcome-focused culture (low politics)
  • Web and/or mobile product
  • Has a product owner who can make decisions
  • Ready to move — not "exploring options"
  • Willing to invest in AI enablement, not just output
✗

Not a Fit

  • 100+ person engineering org (we're not an outsourcing firm)
  • Heavy compliance gatekeeping without authority to decide
  • Looking for cheapest rate, not best outcome
  • No product owner — we don't own your product for you
  • Embedded systems, ML/AI model training, hardware
  • Need 24/7 on-call or managed services
  • Just want "a developer" — not methodology
Consider Your Alternatives

What's the Real Alternative?

Before you say "we'll figure it out internally," consider the true cost of the alternatives.

✗

DIY AI Adoption

  • 6-12 months to figure out what works
  • Expensive trial-and-error on production code
  • No methodology — just tools
  • Risk of security incidents
  • Team distracted from roadmap
✗

Wait and See

  • Competitors shipping faster now
  • Engineers getting frustrated
  • Technical debt compounding
  • Talent leaving for AI-first companies
  • Gap widens every quarter
✓

Limestone Digital

  • AI uplift guaranteed
  • Transparent onboarding process
  • Methodology installed for context engineering
  • No risk — 30-day milestone guarantee
  • No overhead — we handle AI operations
You get the benefits of 9 years of lean delivery + AI R&D — without the investment.
Security & IP

Your Code. Your Cloud. Your IP.

Your Environment

Your repo, your cloud, your infrastructure — always.

100% Your IP

All work product belongs to you. No exceptions.

No AI Training

Your code is never used to train AI models.

Mutual NDA

Confidentiality agreement included from day one.

Ready to Start?

Simple Next Steps.

Low friction. Low risk. High clarity.

1

Sign Non-Binding MSA/SOW

Before we invest time on either side, we formalize the engagement terms.

  • Review and sign SOW (non-binding until kickoff)
  • Confirm target kickoff date
  • Start access request in parallel
Your time: ~30 min review
2

Provision Access

We need basic repo and environment access to hit the ground running.

  • Repository access (GitHub/GitLab/Bitbucket)
  • Dev environment credentials
  • Communication channel (Slack/Teams invite)
Timeline depends on your IT — we work around your schedule
3

Alignment Call

60-min call to understand your system, pain points, and pick the first initiative.

  • Codebase walkthrough (your architecture)
  • Identify quick-win initiative for Day-30
  • Agree on working rhythms (standups, demos)
Your time: ~1 hour
4

Kickoff (Day 1)

Full AI Pod onboarded, environments ready, dev setups running.

By Kickoff, We'll Have

  • ✓ Architecture understood
  • ✓ Initiative selected and scoped
  • ✓ Pain points documented
  • ✓ QA approach agreed

Kickoff Finalizes

  • 1. Scope lock for Sprint 1
  • 2. First PRD session
  • 3. Working agreements
  • 4. Sprint 1 launch
All pre-engagement work is Limestone Digital's investment. You're not charged for any of it. The 30-day clock starts only when we begin delivering.
~3-4 hrs Your total time investment before kickoff