Enterprise AI and dedicated operations · Richmond, Virginia

Frontier AISuperintelligenceon your infrastructure.

RVAi Consulting combines frontier AI with dedicated software development support on infrastructure your business controls. We build the internal tools, integrations, reporting, and automated workflows that multiply productivity and reduce dependence on outside software vendors in key functions.

RVAi is based in Richmond and works with businesses across Virginia on enterprise AI, dedicated operations, and small business web development.

01 / Services

Services built around how your business operates.

RVAi builds enterprise AI systems, provides dedicated software development support for key business functions, and helps small businesses launch a professional website.

RVAi Consulting services

Dedicated operations

Multiply productivity. Reduce dependence on software vendors.

RVAi provides dedicated software development support for key functions—building internal tools, integrations, reporting, automation, and AI-assisted workflows around the way your company operates.

Dedicated operations support

Small business web development

Help your small business hit the ground running online.

We give your small business the essentials for a professional launch: a clear website, domain setup, forms, search and analytics basics, testing, launch, and handoff—without the cost and complexity of a large agency.

Website services

02 / Why we’re different

Senior practitioners. No pyramid.

At a traditional consulting firm, the partner sells the work, a director checks in now and then, and a rotating team does the build while learning the technology on your dime. You often end up with a polished deck and a system that never really makes it into daily use.

RVAi works differently. The people who plan the project stay involved through launch. We start by looking at how your team actually uses AI. A few heavy users can create most of the demand, so we size the hardware and response speed around actual usage instead of simply counting employees.

03 / Enterprise AI system

One place for employees to use AI with company information.

Employees sign in with company accounts and use approved company information, tools, and automated workflows in one system.

01

Enterprise AI for employees

A secure place for approved employees to research, analyze, write, and work with company information.

02

Company information

Connect approved documents, databases, file repositories, and business systems so employees can work with the information they already use.

03

Employee access

Use company sign-in and permissions so people only see the information and tools they are allowed to use.

04

Automated work

AI can handle defined tasks using approved tools, with limits, approvals, logs, and human review where needed.

05

Administrative control

Track usage, manage access, set retention rules, protect credentials, and control what the system can do.

06

Dedicated operations

Ongoing software development, workflow improvements, monitoring, model updates, and support as the system grows.

04 / Your own AI vs. subscriptions

Models you can run on your own systems are now competitive for serious business work.

Models that run on your own systems can now handle many of the same research, analysis, coding, and document tasks as premium hosted models—at a very different cost and with much more control.

Serious company work no longer has to default to a metered model API.

Not every workload belongs on owned infrastructure, but recurring work no longer has to default to a metered model API.

01

Enterprise-grade capability

K3 scored 1,543 against Fable 5’s 1,574 on the July AA-Briefcase snapshot and edged it 1,754 to 1,744 on analytical quality. Opus 5 has since taken the overall lead.

02

Subscription costs at company scale

Claude Enterprise currently starts with a $20 monthly seat fee and bills every token separately. At 500 seats, access alone is $120,000 per year before usage.

03

Use premium models only when they add value

Run everyday work on infrastructure you control. Use paid frontier models only when testing shows they are worth it for a specific task.

05 / Delivery process

A clear path from planning to launch.

Most full enterprise AI projects take 12 to 20 weeks. We define what the system needs to do, build it, test it with real company work, train users, and launch it.

01

Assessment

1–2 weeks

Define the best use cases, who will use the system, expected value, security needs, risks, costs, and what success looks like.

02

Architecture and planning

1–2 weeks

Choose the hardware or hosting, security rules, employee access, system connections, capacity, schedule, and responsibilities.

03

Implementation

8–12 weeks

Install and configure the system, connect approved company tools and information, and build the first high-value employee workflows.

04

Validation and launch

2–4 weeks

Test answer quality, employee permissions, system connections, automated tasks, busy-period usage, monitoring, backup, recovery, and training before launch.

05

Managed support

Ongoing

Keep the system updated and secure, support users, review usage, and add useful workflows over time.

06 / Starting a project

Start a website project. Enterprise work is scoped.

A professional small-business website is planned, built, and launched with you. Enterprise AI and dedicated operations are quoted after we understand the users, workflows, systems, security, infrastructure, and support required.

Enterprise AI and dedicated operations

Request a quote

Start with a complimentary call. We then define the scope, responsibilities, schedule, acceptance criteria, support, and any hardware or third-party costs in writing before work begins.

Request an enterprise quote

Small business web development

Discuss a project

A professional small-business website: planning, responsive design and development, domain connection, forms, accessibility, security, performance, launch, and handoff. Catalogs, custom applications, and extra features are priced separately.

Discuss a website project

07 / Software development

Business context behind the technical work.

RVAi Consulting’s software development team works across finance, data, enterprise systems, AI infrastructure, workflow automation, and web development.

Projects are approached as complete business systems: the team connects technical choices to the operating workflow, security requirements, economics, user experience, launch plan, and long-term ownership.

About RVAi Consulting

08 / Frequently asked questions

Straight answers before you start.

What does RVAi deliver?

RVAi installs a complete enterprise AI platform and provides dedicated operations support: on-premises or private-cloud infrastructure, corporate sign-on, employee and document permissions, company-data access, approved system integrations, secure internal chat, production agents, approval controls, audit logs, monitoring, backups, training, and ongoing software development.

Can an enterprise AI system perform at the level of leading proprietary models?

Yes—on defined enterprise workflows. RVAi deploys enterprise AI systems for research, analysis, coding, document work, and complex business workflows. Capability is established through client-specific benchmarking and production acceptance testing, and the shared platform can provide leading-model intelligence without requiring a separate model subscription for every employee.

How is model performance validated?

RVAi tests the deployed platform on the company’s actual work before launch. We validate reasoning quality, accuracy, response speed, concurrent usage, company-data access, and agent execution, then optimize the system until it meets the agreed production requirements.

Does company data leave the client’s environment?

In a fully private deployment, no external model API is required. Prompts, documents, retrieved information, outputs, and agent activity remain inside company-controlled infrastructure and are governed by the organization’s access controls. Any optional third-party service or external integration is identified and approved before use.

Can RVAi integrate with our existing systems?

Yes. Where approved and technically supported, RVAi connects the platform to Microsoft 365, SharePoint, Teams, Slack, email, SQL databases, data warehouses, ERP and CRM platforms, internal file repositories, finance systems, operational platforms, and company APIs.

Are we locked into one model?

No. The intelligence layer can be upgraded without rebuilding the enterprise platform. Permissions, data connections, workflows, user interfaces, and agents remain in place while stronger private models are evaluated, compatibility-tested, and regression-tested before deployment.

What hardware is required?

RVAi specifies and deploys dedicated high-memory compute—on-premises or in a private cloud—sized for the users, workloads, response-time requirements, and agent activity. We specify, source, network, secure, configure, test, and deploy the complete system.

How long does implementation take?

Most complete enterprise deployments take approximately 12 to 20 weeks. That includes infrastructure installation, corporate sign-on, permissions, company-data connections, integrations, agent workflows, testing, training, and production launch.

What security controls are included?

The platform includes corporate SSO, role-based access, document-level permissions, network isolation, secrets management, audit logs, usage controls, approval gates, human escalation, monitoring, backups, and recovery controls, with final controls mapped to the approved scope.

Can the platform support autonomous agents?

Yes. Enterprise agents can monitor, research, analyze, prepare work, and execute approved workflows continuously. Every agent operates within defined permissions, approval limits, validation checks, and escalation rules, and every action is logged.

What happens when a better model becomes available?

RVAi upgrades the intelligence layer while preserving the rest of the platform. The company keeps its infrastructure, data connections, permissions, workflows, agents, and governance controls while gaining stronger AI capability after compatibility and regression testing.

How much does an enterprise assessment cost?

Contact RVAi for a quote. The initial consultation is complimentary, and assessment scope and pricing are confirmed after the first call based on the users, workflows, systems, security requirements, and planning work involved.

How much does enterprise implementation cost?

Enterprise AI implementations and dedicated operations are quoted after scoping. The written quote defines the deliverables, responsibilities, schedule, assumptions, acceptance criteria, support, and any separately priced hardware or third-party services before work begins.

Can I pay an invoice or deposit on the website?

Yes. After RVAi confirms the amount in writing, use the payment page to start Stripe Checkout for a quoted invoice, deposit, or retainer. Public pages do not list fixed service prices.

Richmond, Virginia

Tell us what you need.

RVAi works with businesses across Virginia. Use the form or email sales@rvaiconsulting.com.

Start a project