Strategy and solution engineering
We translate the business outcome you need into a practical plan that covers the commercial, technical and operational work required to achieve it, with clear dependencies, decision points and a defensible budget.
Boutique enterprise consulting · since 2000
Koi Consulting helps enterprises design, build and repair the systems their business depends on. For twenty-six years, our senior practitioners have delivered strategy, solution engineering and remediation at carrier scale and in highly regulated industries.
The practice
Koi Consulting is a boutique firm by design. Our senior practitioners are engaged by enterprises with little margin for error, including healthcare payers and providers that handle regulated data, Tier-1 carriers virtualizing their networks, and commerce platforms that process a million transactions per second.
Our engagements take two forms. Some clients have a business outcome to reach and need an engineered route to it. Others have an existing system that needs an objective assessment and repair. We deliver both, and we are clear with each client about which situation applies.
Our standard has remained the same for twenty-six years: qualified consultants, no outsourced delivery, and a candid account of what we find.
About the firmWhat we do
We provide rapid assessment and solution engineering for business challenges that technology can solve, and clear advice when another approach would serve you better.
We translate the business outcome you need into a practical plan that covers the commercial, technical and operational work required to achieve it, with clear dependencies, decision points and a defensible budget.
Clients often engage us after an earlier program has fallen short. We provide an objective assessment of what was built, what it is costing the business and what is required to correct it, and then we carry out the work.
We replace manual, sequential workflows with automated, instrumented and machine-assisted processes, so that efficiency gains are built into the operation and sustained over time.
We design systems for the most demanding environments, including platforms that serve one hundred million users a day, maintain 99.999% availability and manage regulated data.
Technical debt & modernization
We modernize complete platforms and individual subsystems. Each system is reverse engineered from its behavior in production, rebuilt to be maintainable and verified against the existing system before cutover. Client identities are withheld, and elapsed times are reported exactly.
41
Modules rewritten
Forty-one COBOL modules were reverse engineered from an undocumented production system and rewritten as maintainable production COBOL, ready for parallel testing as the first stage of a multi-stage modernization program.
Read 02 · Abandoned software recovery4 days
Elapsed time
A discontinued control-center application was reverse engineered and refactored to run on current Android, restoring full control of hardware that the manufacturer no longer supported.
Read 03 · Language migration14 days
Elapsed time
A legacy Laravel codebase with no maintainer was recovered, specified, rebuilt in function-based Rust and fully tested, reaching production readiness in fourteen days.
Read 04 · Performance engineering33%
Latency reduction
Where the standard driver had become the constraint, we developed a purpose-built binary protocol client for the client’s specific access pattern, which measured one third less latency and one third less bandwidth.
ReadApplied artificial intelligence
Sovereign AI Infrastructure
The operating system for an enterprise that runs on AI.
Orchard AI provides a governed runtime in which models, memory, tools and agents are components that your organization owns and can replace or combine as its needs change. The platform runs on your infrastructure, operates under your policies and builds knowledge of your business over time.
As a principal co-founder of Orchard AI, Koi Consulting develops the platform, operates it in production and deploys it within our clients’ own infrastructure. Our AI practice is built on that direct experience.
Stored recall reduces repeated processing, and local routing handles requests that do not require a frontier model.
Response shaping reduces generated tokens while preserving technical accuracy.
Sovereign deployment keeps regulated workloads inside the perimeter by design.
Rulesets are published without a software release, and enforcement takes effect across the estate as soon as a control changes.
Economics reflect platform-instrumented savings measured against the same workloads run without recall, routing and response-shaping enabled. Realized figures vary with workload mix, model selection and deployment topology.
How we are different
Every consultant we assign has worked in your industry before joining your project. Our teams are staffed for the engagement, and no one learns the fundamentals at the client’s expense.
We do not subcontract delivery to third parties. The consultants who scope the work are the same people who perform it, under our direct management.
Our teams are intentionally small and broadly skilled. A single consultant often covers responsibilities that larger firms divide among several roles, which keeps engagements efficient and cost-effective.
A problem can only be solved once it is clearly understood. We report what we find in full, including when our recommendation is not to proceed.
Industries we serve
In each of the industries below, we have designed, deployed or remediated production systems under demanding operational and regulatory requirements.
Common questions
Koi Consulting is a boutique enterprise technology and business strategy consultancy. The firm designs technology solutions to business challenges, remediates infrastructure and workflows that are not performing as required, automates manual processes, and deploys applied artificial intelligence and data analytics. It has been in continuous practice since 2000 and is registered in Florida as Koi Consulting, LLC.
Koi Consulting serves healthcare, telecommunications, financial services, commerce and logistics, real estate and building systems, and security and compliance. Representative work includes ANSI X12 and ICD-10 remediation for payers and providers, NFV and virtualized Evolved Packet Core deployment for Tier-1 carriers, trading platform remediation, and commerce infrastructure engineered at one million transactions per second.
Koi Consulting assigns only senior practitioners with prior experience in the client’s industry, does not outsource delivery to third parties, and staffs multi-disciplinary teams in which one consultant covers responsibilities that larger firms divide among several roles. The firm’s stated policy is that it does not use the client as a learning experience. Its aim is to deliver Fortune 500 results without Fortune 500 cost.
Yes. Koi Consulting is a principal co-founder of Orchard AI, a sovereign AI infrastructure platform described as the operating system for an enterprise that runs on AI. Because the firm develops the runtime, memory layer, governance controls and model routing gateway, its AI practice deploys and operates the platform within client infrastructure.
Koi Consulting is headquartered in South Florida, United States, and serves clients globally. The firm can be reached at 1.646.623.0970 or through the contact form at https://koiconsults.com/contact.
Koi Consulting has been in continuous practice since January 2000, a period of more than twenty-six years, serving clients in telecommunications, healthcare, financial services and commerce.
Connect with us
Tell us what your organization needs to achieve over the next twelve months, and we will advise whether Koi Consulting is the right partner to help you get there.