AI Consulting

Practical AI strategy, architecture, and governance. Build for real production, not demos.

For startups, scale-ups, and enterprise.

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AI Evaluation & Strategy

Identify where AI actually fits, what's worth building, and what to avoid.

AI that works starts with knowing where it fits. Understand how your business works, find where AI delivers real value, and build toward long-term goals. This means assessing technical feasibility, data readiness, and organizational capacity before recommending any AI investment.

What to expect: A prioritized AI roadmap with validated use cases, ROI assumptions, risk flags, and an execution plan.

AI Architecture & Evolution

Evolve your architecture to support AI safely, incrementally, and at scale.

Start with business and customer needs and align technology to objectives. Map current architecture, data flows, and dependencies. Identify quick wins, address technical debt, maintain security and performance, and build toward a scalable future.

  • Define: Objectives, constraints, requirements
  • Map: Architecture, data, dependencies
  • Evolve: Quick wins to scalable target state

What to expect: A concrete target architecture, migration steps, and clear trade-offs for security and performance are included by default.

Governance & Operations

Know what your AI is doing and prove it.

As AI handles critical decisions in finance, operations, and people management, trust isn't enough. You need systems that verify outputs, catch drift, and demonstrate accountability.

  • Validation: Output verification, accuracy checks, human review
  • Visibility: Audit trails, dashboards, drift detection
  • Accountability: Ownership, escalation paths, compliance docs
  • Testing: Eval frameworks, regression checks, edge cases

What to expect: Evaluation pipelines, auditability, drift detection, and ownership models that stand up to scrutiny.

Coaching

Make better decisions under uncertainty.

A structured philosophical approach to improving decision quality when the path forward isn't clear. This coaching focuses on how you frame problems, evaluate trade-offs, and act with clarity under pressure without creating dependency on external advice.

Assess

Trade-off analysis, two-way door decisions, irreversibility, and proper risk calibration.

Develop

Problem framing, separating signal from noise, shaping viable options when information is incomplete.

Apply

Operating calmly without certainty, sustaining performance through prolonged stress, recovering from setbacks.

Own

Building better instincts through reflection, feedback loops, and pattern recognition across decisions.

What to expect: Empowerment through structured thinking, not dependency on outside advice.

Testimonials

What clients say

"Dale brings a rigorous, high-bar standard to Engineering and AI. His curiosity for emerging tech is balanced by a relentless focus on customer outcomes. His approach goes beyond theory—fundamentally focused on execution, bridging the gap between AI strategy and reality."

Neurealm
Sharad Gupta
Ex-Amazon · Founder, IgniteNext · CXO, Neurealm

"Working with Dale fundamentally changed how I approach decisions under uncertainty. His coaching gave me clarity, structure, and confidence I still draw on long after our work together."

Amazon
Jessica
Senior Manager, Amazon

About

Dale Thoma

Dale Thoma

20+ years across defence, startups, and Amazon. Engineering leadership, applied science, product development. Background in distributed systems, automation and intelligent systems, data platforms at scale, and decision-making under uncertainty. Technologist and business leader who connects strategy to execution.

Amazon 12+ years
  • SOX-compliant financial systems · $1B+ daily transactions
  • Launched deferred revenue system for 200M+ Prime subscribers · patent US10956985B1
  • ATS for corporate hiring · 98%+ uptime scaling from 140K 415K headcount
  • Greenfield multi-domain workforce planning · financial safeguards, AI models & agents
SAAB 7+ years
  • C4I systems deployed on frigates, submarines, and command bases
  • Tactical comms & situational awareness SME · naval combat systems
  • Military & government standards compliant · defence-grade engineering
  • Naval systems focus · operationally fielded in live environments

Let's get started

Book a free 30-minute consultation to discuss your AI implementation needs.

Book a Call contact@dalethoma.com