By AVM · Enterprise AI Engineering Company

The disciplined way to build with AI.

Fixed-scope delivery. Predictable AI costs. Governance sized to your risk. Proven at the hardest bar there is.

Avcel delivers the complete AI software development lifecycle: cost-disciplined by design, governed to the level you need, handed over as a working system. Proven at a Tier-1 regulated U.S. financial institution. If our discipline satisfies a bank's examiners, it'll satisfy your finance team.

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Your network perimeter
Business BriefWhat you need, in your language: captured as the source of intent.
RequirementsIntent becomes testable, policy-aware requirements.
Delivery BlueprintAI agents plan and build inside sealed, governed sandboxes.
EvaluationEvery change verified, evidenced, and ready for review.
Your code · your data · your models · your audit record: all inside. Nothing crosses this line
Why Avcel

Built to the strictest bar. Priced for every team.

Built for the strictest bar

Proven at a Tier-1 regulated U.S. financial institution, so whatever your governance needs are, we've already cleared a harder one. Bank-grade rigor, without needing a bank-grade reason to buy it.

Disciplined on cost, not just capability

Fixed-scope delivery and staged evaluation gates keep your AI investment predictable. We're not the expensive option, and we don't let your AI spend become one either.

The shift

AI writes software now. Most of it is also ungoverned and unpredictably expensive.

The AI development boom happened on the open internet, and the popular tools assume your code can leave the building. For a regulated enterprise, that assumption fails on day one. So the industry split: companies free to adopt AI development compound their speed every quarter, while regulated teams are told to wait.

The stakes

Waiting isn't the safe option anymore.

Clock one

Competitors compound their speed

Every quarter they build with AI, they get faster, and the gap stops being recoverable.

Clock two

Your teams use AI anyway: unofficially

No controls, no record. The exposure is already on your books; it just isn't written down.

The answer

Ship at AI speed. Keep the cost predictable. Govern it to the level you need.

Most alternatives give you two of the three. Avcel exists to give you all three at once.

Sealed execution

AI agents work in governed sandboxes: isolated, policy-enforced, air-gapped where you need it. The blueprint and guardrails are yours; the agents execute within them.

Your models, your walls

Bring your own models, hosted in your environment. Prompts, code, and context never leave.

Cost governed by design

Fixed scope and staged evaluation gates: no open-ended token bills, no surprise consulting hours. You know the spend before you start.

Evidence built in

Every agent action recorded against policy: who, what, which approval, which data. An audit trail as an output, not an afterthought.

The difference

Others sell licenses. We deliver a running system.

A license
  • The vendor's job ends at the download.
  • You own the integration: months of it.
  • Proof for your regulator is still your project.
  • Spend scales unpredictably with usage and integration surprises.
Delivered by AVM
  • Day one is a working system in your environment.
  • We stay accountable for the outcome.
  • Evidence for your regulator, built in from the start.
  • Fixed-scope delivery: you know the cost before you start.

A consulting firm with a product, on purpose. The market's largest player just raised $135M proving that buyers want finished, governed systems rather than licenses. Their systems run on their infrastructure, and their pricing runs on their terms. We deliver the same kind of outcome inside your walls, at a fixed scope you agree to before work starts, governed to the level you need, priced to compete, not to extract.

Get started

A half-day architecture workshop. You keep the blueprint.

90 minutes: your constraints

Perimeter, policy, examiner posture, data rules: we map your control environment.

90 minutes: the reference architecture

How the proven design lands in your environment: gaps, sequencing, timeline.

You leave with the blueprint

A governed-AI-SDLC architecture document, yours regardless of what happens next.

Book the workshop
Product

One governed lifecycle, from intent to evidence.

Avcel combines a self-hosted, Kubernetes-based development environment with an AI development harness, deployed together inside your perimeter as one governed system.

The lifecycle

Four stages. Policy at every gate.

01 · Business Brief

Work starts in your language, not a backlog format. The Roadmap Builder turns business intent into a structured brief that every later stage traces back to.

02 · Requirements

The brief becomes testable, policy-aware requirements, with your control framework attached before a line of code exists.

03 · Delivery Blueprint

AI agents plan the build, then execute it inside sealed sandboxes: isolated, air-gapped, and bounded by the guardrails you set.

04 · Evaluation

Every change is verified against the requirements and recorded against policy, producing the evidence file as a natural output of the work.

Product screenshots of the Roadmap Builder, Delivery Blueprint, and Evaluation views are being finalized and will appear here.

How it works

Seven layers. AI touches exactly one.

Underneath the four-stage lifecycle, every request compiles through the same seven-layer pipeline. Six layers are fully deterministic. The one layer that calls a model runs on a token budget, behind the policy gate, and never sees your raw source data. Select a layer to see what it does.

Delivery discipline

Every stage ends at a gate. Nothing proceeds (or gets billed) without one.

Cost control at Avcel isn't a metering feature bolted onto the platform; it's how delivery is run. Scope is fixed before work starts, each of the four stages ends at an evaluation gate, and nothing moves to the next stage (or the next invoice) without sign-off. That's how AI project spend stays predictable instead of becoming an open-ended token bill.

Deployment

Runs where your rules live.

Inside your perimeter

Self-hosted on Kubernetes in your environment: your cloud accounts or your data center. Fully air-gapped operation supported.

Your models

Bring the AI models your policy allows, hosted where your policy says. No calls to outside model providers required.

Delivered, not shipped

AVM installs, integrates, and hands over a running system, then stays accountable through delivery of your first governed workloads.

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Documentation

Built to be examined.

Avcel's documentation is written for the people who have to say yes: engineers, architects, security reviewers, and examiners. Full documentation ships with your instance; the set below is available on request.

Quick start

From installed instance to first governed change: the shortest path through the four stages.

With your instance

Architecture overview

Components, trust boundaries, and how the sealed sandboxes are constructed and torn down.

On request

Governance & evidence model

How policy is expressed, enforced at each gate, and compiled into the audit record.

On request

Air-gapped deployment guide

Kubernetes requirements, image provisioning, and operating without external package resolution.

On request

Security whitepaper

Isolation model, data handling, model hosting, and the review posture for regulated environments.

On request

Frequently asked questions

The questions risk teams ask first: answered in their language.

On request
Request documentation
Pricing

Priced as a delivered outcome. Deployed as software you control.

Avcel is not a subscription to someone else's cloud. It ships in two planes, and both of them answer to you, for regulated institutions and everyday AI adopters alike.

Deployment

Two planes. One perimeter.

Data plane

Avcel Desktop

A native application on each developer's machine. It works with local files and local context directly: nothing is uploaded to a vendor cloud, because there is no vendor cloud.

  • Runs on the developer's own workstation
  • Local files and repositories stay local
  • Connects only to your Control Plane
Control plane: inside your perimeter

Avcel Control Plane

The policy engine, blueprint generation, and audit record run on your own Kubernetes, inside your network boundary. Air-gap capable. Your models, your keys, your logs.

  • Self-hosted on your infrastructure
  • Default-deny policy, cascading to every project
  • Audit record accumulates where your regulator can see it
Start

Architecture workshop

A half-day with our engineers mapping your constraints to the reference architecture. You keep the blueprint, whatever you decide next.

Deliver

Avcel delivery engagement

Installation, integration, and handover of both planes inside your perimeter, with your first governed workloads delivered in weeks, not a year-long integration project.

License

Software license, your terms

Avcel Desktop and Control Plane are licensed to run in your environment, not rented from ours. Procurement through your standard channels, including an AWS Marketplace private offer if you want to draw down an existing AWS commitment.

Talk to us about scope

Engagement pricing depends on environment, integration surface, and workload scope: we'll give you a real number after the workshop, not a rate card before it. We price delivery, not hours: fixed scope, agreed before work starts, not a time-and-materials clock running against you. Most teams find governed AI delivery costs less than the token bills and integration overruns of doing it themselves.

Company

Boutique precision. Enterprise impact.

Avcel is built and delivered by AVM, an AWS Advanced Partner and global consultancy based in Virginia, specializing in Data, Security, and Observability, all accelerated through AI-driven approaches to architecture, automation, and execution.

How we think

AI is reshaping the boundary between services and products. We stand at the balance point.

We turn AI vision into end-to-end solutions that elevate organizations into the next generation of AI enterprise. That approach (and the attention to detail behind it) has earned the trust of Fortune 500 clients and steady growth recognized on the Inc. 5000. We bring the same discipline, on governance and on cost, to every engagement, regulated or not.

Security & AI

Securing the AI you build, so innovation never outruns protection.

Data & AI

Your data, organized and engineered for the next era of AI.

Observability & AI

See everything. Understand everything. Run AI with certainty.

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