Data first. Decisions second. AI third.
Own your AI. Don't rent it.
We capture how your expert decides. We build it on your data, on your premises. Every answer cites its source. Every call is logged. Nothing leaves the building without the expert's approval.
On-premise by default. Sovereign AI, close to your data. An MSP server or private cloud only when the expert chooses it.
Dr. Data's Managed Intelligence Platform delivers Governed Intelligence.
Milwaukee. Nationwide. International.
Expert rules encoded • Every answer cited • Every call logged
Who's behind this
Built by an enterprise AI and data research leader specializing in reliable machine learning, decision intelligence, and organizational adoption. Providing applied research and advisory for decision-ready AI systems.
Meet Dr. Zubia MughalAdd a governed intelligence layer for every client you serve, on the client's premises or on your server when the expert chooses it. We build it and keep it correct. You keep the client relationship and the margin.
See the partner programDecades of judgment live in one expert or a few. We encode that expertise into a private AI system the next generation can run.
See how we capture expertiseA business assistant for strategic decisions. Ask a question and get an answer grounded in your own data, with every source cited.
Book a demoYour team is already using AI. They paste client files, bids, and notes into free tools on personal accounts. You don't know which tool, which account, or what it keeps. There is no log. There is no source behind the answer. Shadow AI is the risk you already have.
Own your AI. Don't rent it.
We capture how your expert decides, and those rules run the system from day one. A model replaces a rule only when it beats that rule on data it has never seen.
Four data classes decide where data can go: public, internal, confidential, and restricted. On-premise by default. Nothing leaves the building without the expert's approval. Unclassified data stays locked until the expert reviews it.
Every answer cited. Every call logged. One signed policy. One kill switch.
Governed Intelligence is AI that knows how the expert decides, runs close to the data, cites every answer, and moves nothing outside the building without the expert's approval.
Governed Intelligence is AI that knows how the expert decides, runs close to the data, cites every answer, and moves nothing outside the building without the expert's approval.
Yes. We build the governed intelligence layer that MSPs and security providers offer their clients, on the client's premises by default or on the MSP's server when the expert chooses it. The partner owns availability and the client relationship. We own the correctness of the output.
On-premise by default, on hardware at the business. An MSP server or private cloud only when the expert chooses it. Nothing leaves the building without the expert's approval, and every call is logged.
The build is paid once, and the system belongs to the business: the platform, the data, and the decisions. The monthly managed service keeps it correct through monitoring, evaluation, governance, and improvement. If the business stops the managed service, it keeps everything, and our accuracy checks stop.
Dr. Data Decision Intelligence LLC is a Milwaukee firm, founded by Dr. Zubia Mughal, Ed.D., that builds governed AI for small and medium businesses nationwide and internationally.
Managed Intelligence is how we run AI after launch. We capture your expert judgment. We build it into a private system that runs on your own data. Then we stay accountable for correctness every month: monitoring, evaluation, governance, improvement.
Your data changes. Your market moves. A system left alone drifts. The platform is the ongoing work that keeps your private AI correct and current.
It is your private AI, built for your business, plus the ongoing work that keeps it right. Your data stays yours. The platform is how it stays sharp.
On-premise by default. An MSP server or private cloud only when the expert chooses it. Your data stays isolated, your decisions stay logged, and nothing you own becomes someone else's training data.
You quote from judgment, and margin slips when material costs move. Your best estimator is aging out. Your bids live in PDFs you cannot search. We build local systems that hold your margins and turn your history into quotes fast.
Your files are the most confidential thing you own, and public AI is a poor fit. We build private systems that query your documents offline, on a machine your firm controls. Nothing shared.
Your margins move with carrier and supplier rates, and your batch knowledge is one retirement from gone. We build local systems that keep it, on your hardware.
Six months
12
private systems shipped and installed
10
verticals
Zero
client data sent to a third-party model
Unless the client authorizes it.
For managed service providers
Your clients are already asking you for AI. Building private AI is a different business from running IT. Dr. Data builds it. On hardware the client owns, or in an isolated cloud environment, with client data staying on a system they control unless the client authorizes otherwise.
The partner supplies the hardware, the network, and the ongoing IT relationship. Dr. Data supplies the intelligence layer, the configuration, and the ongoing correctness of the output. Two commercial models are available: a referral arrangement on client owned builds, and a wholesale arrangement on the managed cloud service where the partner resells at their own price and keeps the margin.
A partner tier reference with scope, support boundaries, and rates is available on request.
| Dimension | Cloud SaaS (ChatGPT/Copilot) | Generic Private AI Boxes | Dr. Data Custom Private Apps |
|---|---|---|---|
| Data Privacy | The consumer tiers most small and medium businesses use train on what you type by default1, and staff paste work into personal accounts2. Files may sit in the cloud, but the reasoning behind your decisions is never logged. | Private, but hands you a blank, unconfigured server | On-premise by default. Nothing leaves the building without the expert's approval. Logged and explainable. |
| Pricing | $30 to $50 per user every month, forever | High upfront hardware cost plus setup headaches | Bought once, owned outright. No per-user fees. A monthly managed service keeps it correct. |
| Functionality | Generic chat window, you do the prompting | Blank local chat, no business logic built in | Job-specific workflows: Bidding AI, Lead AI, Front Desk AI |
| Your Data | Expects clean spreadsheets or manual uploads | Expects organized vector databases | Structures your messy reality: scanned PDFs, bid logs, email notes |
| Support | Ticket queue from a distant tech giant | Remote hardware support desk | Expert-led delivery, enterprise AI experience brought to Milwaukee small and medium businesses |
Cloud SaaS
The consumer tiers most small and medium businesses use train on what you type by default1, and staff paste work into personal accounts2. Files may sit in the cloud, but the reasoning behind your decisions is never logged.
Generic Private AI
Private, but hands you a blank, unconfigured server
Dr. Data
On-premise by default. Nothing leaves the building without the expert's approval. Logged and explainable.
Cloud SaaS
$30 to $50 per user every month, forever
Generic Private AI
High upfront hardware cost plus setup headaches
Dr. Data
Bought once, owned outright. No per-user fees. A monthly managed service keeps it correct.
Cloud SaaS
Generic chat window, you do the prompting
Generic Private AI
Blank local chat, no business logic built in
Dr. Data
Job-specific workflows: Bidding AI, Lead AI, Front Desk AI
Cloud SaaS
Expects clean spreadsheets or manual uploads
Generic Private AI
Expects organized vector databases
Dr. Data
Structures your messy reality: scanned PDFs, bid logs, email notes
Cloud SaaS
Ticket queue from a distant tech giant
Generic Private AI
Remote hardware support desk
Dr. Data
Expert-led delivery, enterprise AI experience brought to Milwaukee small and medium businesses
Available on-premise on hardware you own, or as a managed private cloud for multi-site businesses. Both keep your data isolated. It reaches a shared model only with your authorization.
1 Based on OpenAI's published data-use policy for Free and Plus tiers, last reviewed August 2026. Team and Enterprise tiers differ.
2 Based on Google's published Gemini Apps privacy policy for consumer accounts, last reviewed August 2026. Workspace tiers differ.
You cannot afford a full team yet. You can afford a seat. A seat is one job, trained on your own data, running on a machine you own. You fill one, prove it, then add the next.
Answers the questions you answer forty times a week. Books the calendar. Logs every inquiry with a next step. Nothing gets missed after hours.
Watches the public signals in your market, permits, filings, sales, and hands you a ranked short list every morning. It tells you who. You decide who to call.
Pulls the past bid that matches the job on your desk, applies your margins, and drafts the quote with the reasoning shown. You sign it. Every number stays yours.
Works the contacts already in your database. Scores them, surfaces who is warm, drafts the follow-up. Turns a dead list into a schedule.
Holds your method. Answers "how do we do this here" so your team stops asking you. Onboards the next person the way you would, if you had the time.
Reads the decisions you have logged and tells you what is working. Which leads paid off, which jobs held their margin, where your time went. Turns six months of your own choices into the answer to what to do next.
Each seat runs on-premise by default. No per-seat fees. You buy the seat once, and it does not quit.
Every build earns back what you put in, and it does it three ways at once.
The work that ate two hours a day gets done in minutes. Your hours are worth real money, and you get them back.
One private system replaces a stack of monthly tools you were renting and barely using.
The software you rented forever becomes something you own. The device is yours. The subscriptions were money out the door with nothing at the end.
Recover time. Cancel rent. Own the asset. That is the whole return, and you can see it on day one.
Look at what you pay every month. A CRM. AI seats for your team. Lead tools. Email marketing. Scheduling. A dashboard you rarely open. A lot of it used at a fraction of what it costs, all of it rented, all of it holding your data on someone else's servers. One private system can replace a stack of those. You stop paying rent on tools you half use, and you own what is left. Your data comes home, and your monthly bill gets shorter.
Start with one service. Each stands alone. No monthly fees. You keep what we build.
We map how your experts decide, check your data and your hardware, and hand you a blueprint. Credited toward your build.
Your best estimator is retiring. We pull thirty years of judgment out of their head and into a tool your team keeps.
You are paying monthly for software your team barely uses. We show you what owning it outright would save.
Days of pulling specs out of PDFs become minutes.
Your value floors, job radiuses, profit margins, and subcontractor notes are what make your business profitable. Uploading them to a shared cloud risks handing your competitive advantage away. Nothing leaves the building without the expert's approval.
You would not rent your work trucks or shop tools per mile if you could own them outright. Custom AI is the same: a permanent operational asset on hardware you own, bought once, no per-user rent. The monthly managed service keeps it correct.
When your AI ranks a job or drafts a quote, it gives you exact reasons grounded in your own operational history, never an arbitrary confidence score from a black box.
Your decisions get logged, with the reasoning, so you build strategy over time. Cloud chat forgets.
Every build starts with a structured method that captures how your expert decides.
FREE FIELD GUIDE
A 60-second checklist for builders and trades. Run it on your own shop and see exactly what's slowing your bids down. No sales pitch, just the guide.
Your data doesn't talk to itself
Yes, even the messy qualitative stuff!
Better forecasting, fewer surprises
We map your data and how you decide.
We build your private system.
You act with confidence.
An anonymized solo real estate agent in Wisconsin, six-month AgentPulse engagement.
ROI multiple over six months
Estimated value created
AgentPulse build plus six months hosting
Representative engagement. Client anonymized. Figures are estimates.
Read the AgentPulse case studyEnter what you spend today. Drag each slider to the share you expect to change. Every figure is yours. We label what is real money and what is an estimate. These systems handle repetitive work. Your people keep the judgment.
CRM, scheduling, content tools, forms, dashboards.
Products: AgentPulse, Private Hub
Per-user AI plans, AI receptionist or AI employee subscriptions.
Products: Front Desk AI, Private Hub
Developers and automation builders.
Products: Managed Intelligence Platform
BI licenses, dashboard tools, market data subscriptions.
Products: Bidding AI, Managed Intelligence Platform
First-draft content, report formatting, routine follow-ups.
Products: AgentPulse, Coaching AI
Hours per week re-keying data, chasing follow-ups, building reports, times your hourly rate. That time goes back to clients and judgment.
Products: Bidding AI, Coaching AI, Front Desk AI
What extra help would cost if you took on more work.
Products: Managed Intelligence Platform
$0 a month. $0 a year.
Real money you pay today.
$0 a month.
Estimate. Not cash.
We never add these two together.
Running AI privately has its own cost in hardware or hosting. We cover that side on the discovery call.
Your numbers stay in your browser. Nothing is stored or sent.
Bring these numbers to a discovery call.
Book a discovery callData first. Decisions second. AI third.
On-premise by default. Sovereign AI, close to your data. Nothing leaves the building without the expert's approval. Your MSP keeps it running. We make sure it's right.
Book a discovery call