We engineer private AI systems that perform in production

We design, build, and operate on-premises infrastructure, custom models, and agents entirely inside your network. We validate everything under production conditions before you commit capital. For legal, finance, and technology.

Diagram of the on-premises AI server infrastructure our systems are built and run on
  • No inference call leaves your network
  • Proven on real hardware
  • Same team scopes and ships
  • Measured on real-time metrics

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Agentic processes

The repeatable processes that drain team capacity - contract review, claims triage, KYC refresh, intake routing, reporting - are where private AI delivers the fastest return. We deploy agents directly into those workflows inside your network, recovering time, reducing cost, and increasing throughput across your existing operations.
Explore this outcome Capacity recovered, measured

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AI-enabled organizations

Beyond standalone systems: the permanent capability to run AI with confidence - governance, operating models, literacy, and data readiness. We build it through practical use cases that start in legal, finance, and technology, then scale across the organization.
Explore this outcome A standing capability, not a pilot

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Custom AI Agents

When AI is the core product - whether agents enhancing your software or a new build on private agentic infrastructure - our engineers tailor the Hefty Bot toolbox and proven open-source frameworks to your product's architecture. We then validate performance against your real document set.
Explore this outcome Product-grade agents, validated

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AI infrastructure setup

Hardware of your own, sized once in our GPU lab and owned outright - private, local-first infrastructure paired with the software stack and optimization decisions that keep models running efficiently as requirements evolve. Full control and predictable costs stay inside your network.
Explore this outcome Sized once, owned outright

What we build

Every outcome we deliver rests on three core capabilities carried by our own engineers. There is no strategy layer between the outcome you need and the deployed system. The team that scopes the build is the team that ships and operates it.

One delivery methodology behind every outcome

Wherever you start, the path is the same: the six stages of Consulting, carried by the engineers who also ship the build. Each stage validates the next with working software and carries its own proof. Explore any stage below.

  1. Assessment

    A rigorous baseline first - your opportunity evaluated against real workloads, data, and constraints.

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  2. Staff Workshops

    Your team designs the system they will operate, addressing real constraints directly in the room.

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  3. Strategy and Planning

    Findings become a sequenced execution plan, every phase backed by working software.

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  4. Building and Validation

    The initial working version is proven on real hardware before you commit capital.

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  5. Process Transformation

    Workflows surrounding the system are rebuilt so measured efficiencies hold in daily operations.

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  6. Measure and Improve

    Delivery is measured against real-time production metrics, compounding improvements after go-live.

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The six-stage delivery methodology on Consulting

Where the proof lives

The methodology is how we work. These pages document what it produces. Every claim on this page is verifiable in depth - the engineering our validated builds stand on, the measured outcomes they delivered, our transparent pricing logic, and our compliance architecture. Read the details before you talk to us.

What our clients say

“Thanks to the professionalism and commitment of the Private Vector AI team, our project was successfully deployed on time and on budget.”

- Head of Operations, financial services

“Private Vector AI gave us the capability to leverage AI in our day-to-day work. We successfully automated core business processes and AI-enabled the team.”

- Technology Director, enterprise platform

“Private Vector AI delivered in disciplined stages, each validated before we committed capital. The system runs entirely inside our network, and its results are measured after go-live.”

- Managing Partner, legal services

Where we deliver

We operate across three regions and specialize deeply in three sectors. Each sector handles requirements a shared public cloud cannot protect - privilege in Legal, control in Finance, scale in Technology. Choose your sector below to see how we build for it.