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Custom AI Applications

AI software that does real work in your business, built by a team that runs its own.

We design and build production-grade AI applications, knowledge systems and agents that work on your data. Our proof is WarTable, the production AI platform our team built.

  • WarTable: the production AI platform our team built
  • RAG, agents and automation
  • Security and ownership built in
  • Starts with a $2,500 Business Systems Audit

WarTable: the AI platform we built and run.

One command center for the whole business: connected tools, a searchable knowledge base, a diagnostic that scores every system, and agents that do the routine work. It’s a live, paid product our own team works in, and its AI agent, Athena, has even posted project updates to our clients.

  • 3,000+Apps it connects to
  • 24/7Agents on schedules, webhooks and app events
  • 1Command center for your tools, data and agents

Athena

Ask anything about the business and get answers back as sortable tables, not paragraphs.

Knowledge bases

Every file searchable by meaning. Watched folders re-sync themselves.

Agents

Routine, workflow, voice and expert agents, from scheduled jobs to real phone lines.

Business Health Index

All 25 business systems scored, with ranked priorities, each owned and closed out.

Confirm-first actions

Agents write notes, update records and file work only after you approve it.

3,000+ integrations

Connect the tools you already run on, plus any app with an MCP server.

Under the hood: the technical details

The systems behind WarTable and the platforms we build for clients like S.C.A.R. Group: the parts a production AI product needs that a demo never shows.

AI models & RAG

  • Multiple leading AI models behind one platform, with per-user default models
  • Knowledge bases: files and watched folders ingested, embedded and searchable by meaning
  • Sources re-sync when they change, so answers come from current documents
  • Document AI that reads uploads and maps them onto structured forms

Agents & orchestration

  • Routine agents on schedules; workflow agents fired by webhooks, app events or the clock
  • Voice agents on real phone numbers, inbound and outbound
  • Confirm-first writes: agents propose, a person approves

Integrations & OAuth

  • OAuth connections to 3,000+ apps through a managed connector layer
  • Custom MCP connectors: connect a server over OAuth, discover its tools, allow only the ones you want
  • Secured webhook endpoints for payments and CRM, with nothing else reachable from outside

Security

  • Required multi-factor sign-in and role-based access
  • Encryption in transit and at rest, with managed keys and secrets kept out of code
  • Private databases, a web application firewall, threat monitoring and virus-scanned uploads
  • Audit logs of user activity, and a HIPAA-compliant infrastructure tier we’ve built and validated

Notifications & communication

  • In-app notifications when routines finish
  • Transactional email from the client’s own domain: onboarding, change requests, forms ready
  • Advisor and client messaging inside the app, and CRM sync for follow-up

Admin & billing

  • Admin consoles: user audit-log viewer, plan and pricing configuration, credit grants, connection management
  • Stripe subscriptions and live payments, including payment-gated sign-up
  • Included AI credits per plan, usage metering and user-set spending caps

Infrastructure & delivery

  • Managed containers that restart themselves, managed PostgreSQL and object storage
  • Separate staging and production environments
  • Daily encrypted backups, monitoring, alerts and budget alarms
  • Client-owned cloud accounts and a full closeout packet: architecture, access register and runbooks

Want something this capable, built for your business?

How we use it with clients: WarTable at Freestyle

AI that does real work, on your data.

01

Custom AI applications

Portals and internal tools with a real back end, sign-in, roles and payments, built around how your business actually works.

02

Knowledge systems (RAG)

AI that answers from your own documents and data, so your team spends less time digging through folders.

03

AI agents & automation

Agents that run routines, fire on events and connect your tools, with approval steps before anything changes your data.

04

Document AI

Read uploads, pull out what matters and pre-fill the forms and documents your team fills in by hand today.

Vet your AI partner. A demo isn’t a product.

AI is easy to demo and hard to run in production. Plenty of “AI consultants” have never shipped a real, production-grade product, and a slick prototype or a slide deck won’t tell you the difference. Ask these questions before you sign anything, and if someone can’t show you a live system they built, keep looking.

Our answers are live: WarTable and S.C.A.R. Group’s platform are both in production today.

  1. Can you show me a live, production product you built and run?
  2. How do users sign in, and how is data protected: MFA, encryption, roles?
  3. When the AI is wrong, who approves what it does before it touches real data?
  4. Who owns the code, the accounts and the data when the project ends?
  5. What will it cost to run every month, not just to build?

Beyond WarTable, we’ve supported and helped deliver a number of other AI builds for clients, as an embedded engineering and strategy partner.

From the blog: One Operator, Ten Clients, Zero Dropped Balls, on what agentic AI changes for multi-client work.

Build the right things first, in milestones you can see.

01

Audit

A Business Systems Audit ($2,500) maps what to build, what to automate and what it will cost, before any code. It includes a $500 credit toward the build.

02

Build in milestones

A modular build with milestones that keep the budget in view, so you can launch early, learn from real users and adjust without a rebuild.

03

Launch & hand over

Production launch on accounts you own, with a closeout packet. Keep us on for support and the next phase, or run it yourself.

Common questions

How much does a custom AI build cost?
It depends on what you need, so every build starts with a Business Systems Audit ($2,500). It tells you what to build first and what it will cost, and includes a $500 credit toward a build or package if you sign with us within 30 days of accepting the report.
What is RAG, and do I need it?
Retrieval-augmented generation: the AI looks up the answer in your own documents and data before it responds, instead of guessing. If your team spends time hunting for information in files, email or old projects, it usually pays off quickly.
Is my data safe with AI in the loop?
Security is designed in from the start. On S.C.A.R. Group’s platform that meant MFA on every account, encryption at rest and in transit, and virus-scanned uploads. In WarTable, agents act only after you approve.
Who owns what you build?
You do. We set accounts up in your name, as we did for S.C.A.R. Group, and you get a closeout packet with the documentation and access you need to run it, with or without us.
Can it work with the tools we already use?
Usually. Most modern tools have APIs we can connect to, and WarTable itself connects to more than 3,000 apps plus anything with an MCP server.
How do I know you can actually deliver?
Look at what’s live. WarTable is a production AI platform we built and run, and S.C.A.R. Group’s veterans platform is live today. Ask us anything on the vetting list above.

Let’s build the AI your business actually needs.

Start with a free 20-minute briefing call on our booking page. Tell us what you want AI to do for you, and we’ll tell you what it takes to build it properly.