ReportHub: AI-assisted reporting

Practical Hardware for a Casino Reporting Layer

ReportHub is built for casinos that already have a CMS and existing terminals. It does not ask the casino to buy a new casino system. It needs one controlled place to run the reporting app, store uploaded files, process OCR when needed, and support optional local AI. The prices below are only hardware and standard software-environment estimates. They do not include CasinoOpsAI app price, implementation service, training, support, tax, shipping or import duty.

Compare the Options Use an Existing Server

Server Options

Choose the server by the real reporting workload, not by AI hype

Clean Excel and CSV exports are easy. Scanned PDFs, screenshots, poor report images and local AI need more memory, storage and sometimes a graphics card. Most casinos do not need an enterprise AI server to start.

Simple ExplanationStarterMediumTop ConfigurationUse Own Server

For Owners and GMs

The simple version: one reporting server, existing terminals

The casino keeps its current CMS. Staff keep using the same computers. ReportHub runs on one server or one isolated VM and opens in a browser as an internal, access-controlled site. This describes the deployed server product inside the casino; it is not a public ReportHub browser app on CasinoOpsAI.com.

What the server does

It receives CMS exports, Excel files, PDFs, screenshots and department reports. It stores them, checks them, sends unclear items to review and prepares reports from approved data.

What the casino terminals do

Live games, cash desk, slots, surveillance, bar, host and manager users open the system from their existing PCs. Those PCs do not need special AI hardware.

Where AI fits

AI is optional. It can help read difficult reports, explain KPI movement and draft manager wording. It does not approve cash, gaming results, incidents or staff action.

ReportHub is an add-on reporting layer. It does not replace the casino CMS.
For clean Excel, CSV and normal PDF reports, hardware can stay modest.
For scanned PDFs, screenshots and image-heavy reports, the server needs more RAM and may need an NVIDIA GPU.
For casinos with 10–15 internal users, the Medium option is usually the best balance.
If the casino already has a good server, a separate VM may be enough.
The safest setup keeps ReportHub separate from the live CMS database and uses exports, controlled import files or read-only access.

Low Cost

Starter local report server

For a casino that mostly uploads clean CMS exports, Excel files, CSV files and normal PDFs. Good for a first reporting pilot when local AI is not the main requirement.

Best fit	One casino property, mostly clean digital files, light document storage, limited OCR, AI disabled or used only for light text summaries.
Typical users	10–15 browser users can access the app, but heavy OCR or AI jobs should be limited.
CPU	Intel i7 / Ryzen 7 / small Xeon class. 8–12 cores preferred.
Memory	32 GB minimum. 64 GB preferred if reports will be stored and processed every day.
GPU	Not required for app-only use. Optional NVIDIA 8–12 GB VRAM card for small local AI testing.
Storage	1 TB NVMe SSD minimum. 2 TB preferred if PDFs, exports and report history will be kept for years.
Backup	External SSD or small NAS. Daily database and upload-folder backup required.
UPS	1000–1500 VA UPS recommended. Do not run the reporting database without power protection.
Standard software environment	Ubuntu Server LTS preferred, Docker Compose, PostgreSQL, internal browser access, OCR tools where needed.
Approximate hardware cost	USD $2,000–$4,500 before local tax, shipping and import duties.

Standard software environment: Ubuntu Server LTS or approved Windows Server VM, Docker Compose, PostgreSQL, internal browser access, local upload storage, daily backups, OCR tools, and optional Ollama for local AI. Open-source components can be used without required license fees; casino-required Windows, backup, antivirus or monitoring licenses are separate.

Recommended

Medium casino server

The best practical choice for your target casino: existing CMS, existing terminals, daily department uploads, OCR, and useful light local AI without buying an enterprise server.

Best fit	Casino up to around 20 tables, 300 slots and 10–15 internal users, with live games, cash desk, slots, surveillance, host/bar and management users.
Typical workload	Daily uploads, Excel/CSV/PDF processing, scanned files from time to time, dashboard preparation, manager summaries and optional local AI assistance.
CPU	Intel i7/i9, Ryzen 9 or small Xeon workstation/server CPU. 12–16 cores preferred.
Memory	64 GB minimum. 128 GB preferred for comfortable OCR, background jobs and local AI testing.
GPU	NVIDIA RTX 4060 Ti 16 GB, RTX 4070 Ti Super 16 GB or similar 16 GB NVIDIA GPU. This is for local AI/OCR assistance, not for the terminals.
Storage	2 TB NVMe SSD minimum. 2 × 2 TB NVMe mirror preferred if the casino IT team wants redundancy.
Backup	4–8 TB external backup drive or small 2–4 bay NAS. Backup must cover database, uploaded files and exported reports.
UPS	Business UPS, 1000–1500 VA minimum, with safe-shutdown support preferred.
Standard software environment	Ubuntu Server LTS, Docker Compose, PostgreSQL, reverse proxy, internal browser access, OCR stack, optional Ollama for local AI.
Approximate hardware cost	USD $4,500–$9,000 before local tax, shipping and import duties.

Stronger Local AI

Top casino configuration

For a casino that wants stronger local AI, more scanned document processing, future SOP/manual search and more comfortable long-term use — still without moving into large casino-group infrastructure.

Best fit	A larger casino or a property that wants to keep more AI work local and process more scanned PDFs, screenshots and image-heavy reports.
Typical workload	More OCR, larger document archive, local AI report drafting, future SOP/manual search and more concurrent background processing.
CPU	Ryzen 9, Intel i9, Xeon W or Threadripper class. 16–24 cores preferred.
Memory	128 GB recommended. 192 GB useful if OCR batches, AI tasks and report generation run together.
GPU	NVIDIA RTX 3090 24 GB, RTX 4090 24 GB, RTX 4500 Ada 24 GB or similar 24 GB NVIDIA GPU.
Storage	2 × 2 TB NVMe mirror minimum. 2 × 4 TB preferred for larger archives and longer retention.
Backup	4-bay NAS with NAS-grade drives plus an offline backup copy. Restore testing should be part of IT routine.
UPS	1500 VA or stronger UPS with safe-shutdown support.
Standard software environment	Ubuntu Server LTS, Docker Compose, PostgreSQL, OCR tools, optional Ollama, and later vLLM only if heavier AI serving is required.
Approximate hardware cost	USD $9,000–$18,000 before local tax, shipping and import duties.

Casino IT Option

If the casino wants to use its own server

This is often the easiest way to start. The casino provides a separate VM or isolated environment on its existing infrastructure. ReportHub stays separate from the live CMS application and database.

Deployment method	Separate Ubuntu VM, Windows Server VM or isolated Docker host. Do not install ReportHub inside the CMS application folder.
Minimum pilot resources	4 vCPU, 16 GB RAM, 250 GB SSD. Suitable for demo/pilot and mostly clean Excel/CSV files.
Comfortable app resources	8 vCPU, 32 GB RAM, 500 GB–1 TB SSD. Recommended for normal use by 10–15 terminals without heavy local AI.
Comfortable with OCR	8–12 vCPU, 64 GB RAM, 1 TB SSD. Recommended if scanned PDFs, screenshots or image reports are common.
Local AI on existing server	12–16 CPU cores, 64–128 GB RAM and NVIDIA GPU with 16–24 GB VRAM. If the CMS server is mission-critical, use a separate AI workstation instead of loading it with AI jobs.
Database	PostgreSQL preferred for production. SQLite only for demo or very small pilot use.
Backups	Daily PostgreSQL backup, daily upload-folder backup, weekly offline copy and periodic restore test.
Security	Internal network access only, HTTPS where available, role-based users, department permissions, firewall rules, audit logs, limited administrator access and no direct write access to the CMS database.

Important: the safest approach is controlled CMS exports, read-only access, or approved import files. ReportHub should keep its own database, upload storage, user roles and audit logs. It should not write directly into the live CMS database.

Technical Baseline

Standard software environment for IT staff

Operating system	Ubuntu Server LTS preferred. Windows Server is acceptable if the casino IT team approves VM/Docker support.
Application runtime	Docker Compose, Python/FastAPI backend, web frontend and background job workers.
Database	PostgreSQL for production. SQLite only for demo or very small pilot.
Reverse proxy	Nginx or Caddy for internal browser access and HTTPS where available.
File handling	Local upload folder or internal file share. Reports should remain inside the casino network.
OCR stack	Tesseract, OpenCV, PyMuPDF/pdfplumber, optional Docling/PaddleOCR depending on document quality.
Local AI stack	Ollama for casino deployment. vLLM only if heavier multi-user AI serving is later required.
Software license cost	The open-source stack can be used with no required license fee. Windows Server, commercial backup software, antivirus, enterprise monitoring or paid remote-management tools may add cost if the casino requires them.

Boundary

What is not included in the prices shown here

Not included

CasinoOpsAI application price
Implementation or customization service
Training and documentation service
Support contract
Travel, import duty, shipping or local tax

Included in the requirement discussion

Server hardware class
CPU, RAM, GPU, storage and backup guidance
Operating system and database expectations
OCR and optional local AI technical requirements
Existing-server VM requirements for casino IT