AI agent development, AI governance and cost management, and cybersecurity assessments.
We build agents when they solve real problems, not because AI is trendy. Computer vision or multi-modal LLM-based approaches, chosen for fit, not hype. We use agentic introspection and interpretation to evaluate agents on performance, efficiency, and output consistency. We integrate with what you have and deliver solutions that work in production.
We've seen what happens when AI is deployed without governance. Our assessments evaluate spend, usage, and risk, helping you optimize before costs spiral and align initiatives with actual business outcomes.
Comprehensive security assessments to identify vulnerabilities and strengthen your digital infrastructure. We help protect your systems, data, and AI deployments, without the fear-mongering.
We choose the right tool for the job, not the most hyped one. Computer vision when the problem is visual and well-defined; LLM-based agentic when it requires reasoning and flexibility. We support both, and we combine them when your use case demands it.
Specialized models for visual understanding: inspection, detection, classification, and quality control. Optimized for speed, determinism, and edge deployment, and suited to structured visual workflows, monitoring, and safety applications.
Systems that combine language, vision, and reasoning to plan, execute multi-step workflows, and adapt to varied inputs. Best for complex decision-making, natural language interaction, and flexible automation that requires contextual understanding.
We evaluate agents through structured introspection and interpretation, examining how they reason, where they fail, and how their outputs distribute. Our assessments focus on three key metrics:
Does the agent achieve the intended outcomes? We measure task completion, accuracy, and reliability across representative inputs.
How much compute, latency, and cost does it take to get there? We identify waste and optimize for practical deployment.
Whether the agent behaves reliably across inputs, or systematically favors certain patterns and errs in predictable ways. We surface these tendencies so you can correct or account for them.
Most of this work arrives as one of three shapes. Knowing which one you are asking about makes the first conversation shorter.
Fixed scope, fixed fee, weeks not months
A bounded look at one question: what your AI spend is actually buying, where a system is exposed, or whether a proposed build is worth doing. Produces a written findings document with prioritized recommendations and the evidence behind each.
Scoped per project, milestone-based
Agent or computer vision development through to something running in production, including the evaluation harness that tells you whether it still works next quarter. Scoped after a short discovery rather than off a wish list.
Monthly, capped hours
Ongoing governance, review, and advisory for a team already shipping. Suits organizations that need a second opinion on architecture and risk more often than they need a project.
If a simpler solution works, we'll say so. No overselling. No buzzword bingo. We're here to solve problems, not to push technology for its own sake.
Every recommendation ties back to measurable impact. We focus on what delivers value, and we're honest about what doesn't.
We help you get cost and risk under control before scaling. Structured assessments, clear recommendations, no surprises.
We come from physical infrastructure. We understand deployment, reliability, and what it takes to make systems work when it matters.
This practice is led by our CTO, who spent over a decade in governance, risk, and compliance advisory for Fortune 100 clients at Ernst & Young and RSM US LLP, holds CISSP and CISA certifications, and is co-author of Practical AI for Professionals (CRC Press, August 2026).
The same person built the computer vision and 3D reconstruction work behind WaveForm, which won the DOE and NREL American-Made Challenge Grand Prize. We assess AI systems and we ship them, which is why our advice about when not to build one is worth something.
Read the full backgroundReady for a straight conversation about what you actually need? Reach out to schedule a consultation.