Fixing complex initiatives and scaling complex systems.

We transform engineering projects and organizations. By aligning technical architecture, resilient infrastructure, and human capital, we turn gridlocked initiatives into high-velocity operations.

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Trusted acrossHealthcare · Biomedical · Fintech · Cloud Infrastructure
McCormack Engineering mark
Turnarounds · Applied AI · Systems
100M+
Daily Active Users Scaled
4x
Faster Product Delivery
40%
Cut in Operational Costs
12 mo
SOC2 & HITRUST Certified
What We Do

Core Expertise

Strategic Turnarounds

We fix stalled digital transformations, cloud migrations, and AI integrations. We provide rapid diagnosis of architectural gridlock followed by focused execution to ship measurable value.

Applied AI & Architecture

Moving beyond wrapper apps to embed true machine intelligence into your core operations. We build resilient, multi-model LLM workflows that bridge raw data and predictive capability.

Organizational Redesign

Rebuilding engineering departments. We align technical architecture with human capital to create resilient, high-velocity teams capable of operating securely in regulated industries.

Investment

Engagement Pricing

Three fixed-scope ways to get started. If your situation is bigger than these, we'll scope a custom turnaround or ongoing advisory engagement on the call.

Organizational Audit
$500

A rapid diagnostic of your engineering team's structure, workflows, and technical decision-making.

  • Structured review of team and process
  • Findings on where friction and risk live
  • Prioritized, written action plan
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Product Redesign
$3,000

A focused redesign of a specific product, feature, or system — architecture, UX, and an implementation plan included.

  • Deep-dive on the target product or system
  • Redesigned architecture and UX plan
  • Clear implementation roadmap
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Team & Tech Redesign
$10,000

A full turnaround — engineering org structure, technical architecture, and delivery process, redesigned and implemented together.

  • Org structure and technical architecture reset
  • Hands-on implementation, not just a report
  • Built for stalled or gridlocked initiatives
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Proof, Not Promises

Track Record

The AI Architecture Pivot

The Friction: A legacy product organization needed to move from rule-based logic to probabilistic AI, but its existing architecture couldn't support real-time, high-stakes inference.

The Intervention: Re-architected the underlying data systems to bridge legacy infrastructure with modern predictive modeling, enabling reliable real-time execution.

The Outcome: Repositioned the organization around a unified, secure architecture capable of operating in a highly regulated environment.

The 60-Day Rescue

The Friction: A critical cloud migration and AI initiative had been stalled for two years, paralyzed by competing frameworks and fragile data integrations.

The Intervention: Stripped away unnecessary complexity, introduced a clear architectural pattern for AI integration, and built parallel processing to remove the core bottleneck.

The Outcome: Broke the two-year gridlock, delivering scalable AI infrastructure and completing the migration in under 60 days, restoring stakeholder confidence.

The Org Realignment

The Friction: Fractured communication, fragile codebases, and constant firefighting left a mission-critical engineering department stuck at a critically low deployment velocity.

The Intervention: Conducted a deep organizational redesign — restructured teams to eliminate dependencies, implemented rigorous DevOps workflows, and established non-negotiable technical standards.

The Outcome: Transformed a high-stress, reactive department into a predictable, high-velocity engineering organization capable of shipping reliably under strict compliance requirements.

Methodology

How We Work

01
Start with Truth

Every engagement begins with an unvarnished audit of the systems — understanding exactly where friction, latency, and operational complexity hide.

02
Architectural Rigor

Our systems rely on sound engineering principles rather than temporary software trends.

03
Aggressive Execution

We move fast and stay focused, deploying intelligence where it adds immediate, scalable leverage.

04
Partner Deeply

We work directly with the C-suite and engineering leadership to ensure solutions scale both technically and organizationally.

Before You Book

Frequently Asked Questions

Three types of work: strategic turnarounds of stalled AI or cloud initiatives, embedding applied AI into core products, and organizational redesigns for engineering teams. Most engagements are scoped between 60 and 120 days.

Fixed-scope engagements start at $500 for an organizational audit, $3,000 for a focused product redesign, and $10,000 for a full team and technical redesign — see Engagement Pricing above. Larger turnarounds and ongoing advisory work are quoted after a short call to confirm scope.

Yes. We've shipped HIPAA-compliant, FDA 510(k)-cleared, SOC2, and HITRUST-certified systems in healthcare and biomedical environments, plus GDPR and ADA-compliant products elsewhere.

Both. We write code, review architecture, and sit with your engineers, while also operating at the C-suite level to align technical decisions with business outcomes.

We start with a rapid audit to find the real bottleneck, then move into focused execution sprints with clear, measurable milestones. We stay hands-on until the system, or team, is stable and self-sufficient.

Book a short call. We'll ask a few pointed questions about your current stack, team, and timeline, and tell you honestly whether we can help.

Let's Fix What's Broken

Bring us the initiative that's stalled, the system that won't scale, or the team that's stuck. We'll tell you honestly whether we can help.

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