GSE News & Articles

Articles about technology, manufacturing, and IT infrastructure.

Updating equipment without internet access
updating equipment without internet accessclosed network updates
Updating equipment without internet access
8 min

Updating equipment without internet access requires a trusted transfer route, signature checks, testing, rollback, and an exact version log.

Latest Articles

Post-ransomware checks matter more than recovery
8 min
Post-ransomware checks matter more than recovery
Post-ransomware checks reveal the entry point, close compromised accounts, inspect startup persistence, and verify that backups are clean.
post-ransomware checksransomware incident investigation
How office and production network segmentation works
8 min
How office and production network segmentation works
Office and production network segmentation explained through an industrial DMZ, approved data flows, contractor access, and infection response.
office and production network segmentationIT and OT separation
How to set up two-factor authentication without the cloud
8 min
How to set up two-factor authentication without the cloud
Two-factor authentication without the cloud for administrators: choosing keys and TOTP, connecting the domain and VPN, and recovering access.
two-factor authentication without cloudhardware keys for administrators
How do you write a data destruction record for retired equipment?
8 min
How do you write a data destruction record for retired equipment?
Learn how to write a data destruction record, choose methods for HDDs, SSDs, and tape, verify results, and preserve custody during retirement.
data destruction recordcomputer equipment retirement
How to store personal data in Kazakhstan
8 min
How to store personal data in Kazakhstan
A practical guide to storing personal data in Kazakhstan: where databases and backups belong, how to assess cloud services, and what proves compliance.
personal data in Kazakhstanpersonal data localization
Preparing a server room for information system attestation
8 min
Preparing a server room for information system attestation
Practical server room preparation for attestation, covering the room, access, power, logs, documents, and a pre-inspection review.
server room attestation preparationserver room requirements
How does a removable media policy work?
8 min
How does a removable media policy work?
A practical removable media policy covering technical blocks, workable exceptions, encryption, logging, and tests for common bypass routes.
removable media policyUSB device control
How do you deploy Kaspersky Security Center to 500 PCs?
8 min
How do you deploy Kaspersky Security Center to 500 PCs?
Kaspersky Security Center for 500 PCs: server design, staged agent deployment, baseline policies, tasks, and audit-ready reports.
Kaspersky Security Center for 500 PCsKaspersky Security Center deployment
Disk encryption on government workstations
8 min
Disk encryption on government workstations
How to choose disk encryption for a government agency: requirements, algorithms, keys, recovery, and testable terms of reference.
disk encryptionworkstation protection
How to find the cause when the network is slow in the morning
8 min
How to find the cause when the network is slow in the morning
A practical diagnosis for when the network is slow in the morning, covering link metrics, logons, updates, backups, and servers.
network slow in the morningmorning network load
PostgreSQL migration for accounting system admins
8 min
PostgreSQL migration for accounting system admins
PostgreSQL migration changes accounting system maintenance, backup, and diagnostics. Learn what it means for workload, risk, and staffing.
PostgreSQL migrationPostgreSQL administration
What does a branch need for remote support?
8 min
What does a branch need for remote support?
Remote branch support without a site visit needs OOB access, a backup link, recovery boot media, stored encryption keys, and clear repair limits.
remote branch supportpreboot remote access
How should you manage contractor access to infrastructure?
8 min
How should you manage contractor access to infrastructure?
Contractor access to infrastructure with temporary accounts, network limits, action logs, prompt revocation, and checks for access left behind.
contractor access to infrastructuretemporary contractor access
How does agentless hardware inventory work?
8 min
How does agentless hardware inventory work?
A practical agentless hardware inventory combines network discovery, logon data, accounting records, and investigation of unknown devices.
agentless hardware inventorycomputer equipment tracking
How do you set alert thresholds people will not ignore?
8 min
How do you set alert thresholds people will not ignore?
Learn how to set alert thresholds, remove noise, group repeats, assign severity, and keep only signals tied to a clear response.
alert thresholdsnoisy alerts
How do you set up UPS and temperature monitoring?
8 min
How do you set up UPS and temperature monitoring?
Practical UPS and temperature monitoring: sensors, thresholds, unattended alerts, and a monthly server room inspection routine.
UPS and temperature monitoringserver room sensors
For 300 devices, the estate determines Zabbix or Prometheus
8 min
For 300 devices, the estate determines Zabbix or Prometheus
A practical Zabbix or Prometheus comparison for 300 devices, covering SNMP and servers, setup effort, alerting flexibility, and administrator skills.
Zabbix or Prometheusmonitoring 300 devices
The cost of storing event logs for more than a year
8 min
The cost of storing event logs for more than a year
The cost of storing logs depends on daily volume, compression, copy count, and fast-search retention. Calculate storage for a year or longer.
cost of storing logsone year log retention
Sharing a graphics card does not always pay off
8 min
Sharing a graphics card does not always pay off
Sharing a graphics card cuts idle hardware time when memory is sufficient and latency permits it. We examine MIG, vGPU, MPS, testing, and cost.
sharing a graphics cardGPU virtualization
Server acceptance with accelerators requires full load
8 min
Server acceptance with accelerators requires full load
Server acceptance with accelerators: test compute, memory, heat, throttling and links between cards, then document the results.
server acceptance with acceleratorsGPU performance test
GPU driver conflicts on multi-accelerator servers
8 min
GPU driver conflicts on multi-accelerator servers
Learn how to diagnose GPU driver conflicts, align CUDA and ROCm, recover after kernel updates, and isolate accelerators safely on a server.
GPU driver conflictsCUDA driver compatibility
Renting compute capacity does not always pay off
8 min
Renting compute capacity does not always pay off
Renting compute capacity versus owning a rack over three years: a complete cost model and the utilization threshold for an honest decision.
renting compute capacityown server rack
How to choose cooling for an accelerator rack
8 min
How to choose cooling for an accelerator rack
Compare accelerator rack cooling for Kazakhstan's climate, including air limits, liquid loops, leak risk, lifecycle cost, and maintenance.
accelerator rack coolingliquid cooled servers
A 40 kW rack in an existing server room
8 min
A 40 kW rack in an existing server room
A 40 kW rack needs a new power feed, local cooling, a floor check, and isolated airflow. See the retrofit scope and budget.
40 kW rackserver room cooling
How to choose hardware for a local Kazakh model
8 min
How to choose hardware for a local Kazakh model
How to choose hardware for a local Kazakh model, calculate VRAM and context needs, and keep enough memory for a real workload.
hardware for a local modellocal Kazakh model
48 GB or two 24 GB GPUs for inference?
8 min
48 GB or two 24 GB GPUs for inference?
Compare 48 GB or two 24 GB GPUs for inference across model memory, KV cache, GPU communication, latency, throughput, and total node cost.
48 GB or two 24 GB GPUsGPU for inference
Real load determines how many GPUs you need
8 min
Real load determines how many GPUs you need
Learn how many GPUs an AI assistant for 200 employees needs based on concurrent requests, model memory, KV cache, and response time.
how many GPUsserver for AI
How to calculate video surveillance storage for 60 days
8 min
How to calculate video surveillance storage for 60 days
A practical video surveillance storage calculation for 60 days, covering capacity, bandwidth, VBR, motion recording, RAID, and disk headroom.
video surveillance storage calculation60 day video retention
How SMART tells you when to replace a drive
8 min
How SMART tells you when to replace a drive
Learn when to replace a drive: which SMART errors on HDD and NVMe demand immediate replacement, and which point to cables, power, or cooling.
when to replace a drivecritical SMART errors
Backup deduplication on real data
8 min
Backup deduplication on real data
Backup deduplication saves space only on repeatable data. Learn how to measure ratios, resource cost, restore speed, and real savings.
backup deduplicationbackup storage savings
Moving a file server without stopping work
8 min
Moving a file server without stopping work
Move a file server without stopping work through inventory, staged data and ACL sync, a short cutover, validation, and a tested rollback.
move a file serverfile storage migration
Should you choose NVMe or SAS for an accounting system?
8 min
Should you choose NVMe or SAS for an accounting system?
A practical comparison of NVMe or SAS for 100 accounting-system users, covering latency, write endurance, cost, controllers, and cooling.
NVMe or SASaccounting system storage
How do you keep an off-site backup over a slow link?
8 min
How do you keep an off-site backup over a slow link?
An off-site backup over a slow link needs disk seeding, block-level changes, integrity checks, and a realistic recovery-time calculation.
off-site backupbackup over slow internet
Testing backup recovery in practice
8 min
Testing backup recovery in practice
Testing backup recovery means checking integrity, restoring to an isolated environment, measuring recovery time, and recording evidence.
testing backup recoverytest restore
Tape backups versus object storage
8 min
Tape backups versus object storage
Compare tape backups and object storage for 50 TB over five years, including equipment, facilities, recovery charges, speed, and operational risks.
tape backupsobject storage cost
How many disks RAID can lose depends on the layout
8 min
How many disks RAID can lose depends on the layout
A practical look at how many disks RAID can lose at each level, and how drive size and rebuild time change the risk of data loss.
how many disks RAID can loseRAID fault tolerance
Choosing RAID 6 or 10 for a database defines the risk window
8 min
Choosing RAID 6 or 10 for a database defines the risk window
Compare RAID 6 and 10 for databases by write speed, degraded behavior, rebuild time, and the risk of a second failure on HDDs and SSDs.
RAID 6 and 10RAID for databases
A noisy server in the office can be made quieter
8 min
A noisy server in the office can be made quieter
A noisy server in the office can be tamed with cooling settings, an acoustic cabinet, or a new chassis, but sometimes it needs its own room.
noisy server in the officehow to reduce server noise
How to choose Synology or QNAP for a 20-person team
8 min
How to choose Synology or QNAP for a 20-person team
Compare Synology or QNAP for 20 employees by shared-work speed, backups, domain integration, Kazakhstan support, and total cost with drives.
Synology or QNAPNAS for office
How to decide if you need a used or new server
8 min
How to decide if you need a used or new server
Used or new server: compare drive and PSU life, support, spare parts, hidden risks, and total cost before making a defensible purchase.
used or new serverused server inspection
Is the server rack power supply ready for installation?
8 min
Is the server rack power supply ready for installation?
Check the server rack power supply before installation: load calculations, breakers, cables, phases, grounding, measurements, and acceptance.
server rack power supplyserver room power calculation
Choose a 1U or 2U server five years ahead
8 min
Choose a 1U or 2U server five years ahead
Compare how a 1U or 2U server will last five years across drives, PCIe, accelerators, cooling, noise, rack space, and expansion cost.
1U or 2U serverserver form factor choice
Server memory error diagnosis from BMC logs
8 min
Server memory error diagnosis from BMC logs
Server memory error diagnosis using BMC, ECC, and system logs: identify a failing DIMM and separate it from power or firmware faults.
server memory error diagnosisserver ECC errors
How to update server firmware without downtime
8 min
How to update server firmware without downtime
A planned server firmware update without downtime: check compatibility, order nodes, prepare rollback, and verify that the service is healthy.
server firmware updateserver fleet firmware
Network time synchronization without broken log timelines
8 min
Network time synchronization without broken log timelines
Network time synchronization makes server and switch logs comparable. Learn how to design NTP, control clock offset, and verify the result.
network time synchronizationNTP server configuration
Initial iLO and iDRAC setup after racking a server
8 min
Initial iLO and iDRAC setup after racking a server
A practical iLO and iDRAC setup checklist covering the management network, accounts, alerts, logs, firmware, and remote-access acceptance tests.
iLO and iDRAC setupinitial server setup
Buy virtualization nodes for failure, not forecasts
8 min
Buy virtualization nodes for failure, not forecasts
Size virtualization nodes for post-failure load, purchase lead time, and licensing, without overbuying growth or losing reserve.
virtualization nodesvirtualization cluster sizing
What do you lose by choosing Supermicro over HPE and Dell?
8 min
What do you lose by choosing Supermicro over HPE and Dell?
Supermicro vs HPE and Dell compared on remote management, warranty, parts in Kazakhstan, and the support you actually receive during an outage.
Supermicro vs HPE and DellSupermicro servers
How to check computer cooling during batch acceptance
8 min
How to check computer cooling during batch acceptance
Learn how to check computer cooling during batch acceptance with load tests, noise readings, teardown samples, and defensible rejection records.
check computer coolingcomputer batch acceptance
How to run a server stress test in 24 hours
8 min
How to run a server stress test in 24 hours
A practical 24-hour server stress test for CPU, RAM, drives, and power, with metrics, rejection criteria, and a report format.
server stress testpre-deployment server testing
Should you use third-party SFP modules?
8 min
Should you use third-party SFP modules?
See how Cisco handles third-party SFP modules and where compatibility, warranty, and support risks arise.
third-party SFP modulesCisco SFP compatibility
How do you set up Wi-Fi in a metal-framed factory?
8 min
How do you set up Wi-Fi in a metal-framed factory?
A practical factory Wi-Fi guide to surveys, bands, channels, antennas, and connection tests along moving forklift routes.
factory Wi-FiWi-Fi site survey
Where does UniFi top out in a 100-person office?
8 min
Where does UniFi top out in a 100-person office?
See where UniFi in an office hits airtime, controller, and gateway limits, how to load-test it, and when an enterprise platform makes sense.
UniFi in an officeUniFi limits
How to calculate a PoE switch budget before buying
8 min
How to calculate a PoE switch budget before buying
A practical PoE switch budget calculation for cameras and access points, covering classes, port limits, headroom, and overload behavior.
PoE switch budgetPoE power calculation
Inbound traffic reveals the source of a broadcast storm
8 min
Inbound traffic reveals the source of a broadcast storm
Find the source of a broadcast storm with inbound port counters, STP, and neighbor maps, then break the loop without losing the evidence.
source of a broadcast stormfind a network loop
How a guest network VLAN design works with IP cameras
8 min
How a guest network VLAN design works with IP cameras
A practical guest network VLAN design for IP cameras, with addressing, firewall rules, internet isolation, and tests for internal access.
guest network VLAN designVLAN for IP cameras
Choose Fortinet or pfSense by the cost of failure
8 min
Choose Fortinet or pfSense by the cost of failure
Fortinet or pfSense for a small organization: comparing subscriptions, support, daily work, and the cost of self-managed operations.
Fortinet or pfSensefirewall for a small office
How does automatic failover to a backup link work?
8 min
How does automatic failover to a backup link work?
A practical guide to automatic failover to a backup link: health checks, timing, NAT, session behavior, failback, and realistic testing.
backup link failoverbackup Internet connection
Aruba Instant On or Cisco Meraki for the office?
8 min
Aruba Instant On or Cisco Meraki for the office?
Compare Aruba Instant On and Cisco Meraki licensing, cloud dependency, outage behavior, and the full five-year cost of office Wi-Fi.
Aruba Instant On or Cisco MerakiWi-Fi licensing
MikroTik or Cisco for a 30-person branch?
8 min
MikroTik or Cisco for a 30-person branch?
Compare MikroTik or Cisco for a 30-person branch by licensing, support in Kazakhstan, setup complexity, and full five-year cost.
MikroTik or Ciscorouter for a branch
How to choose between FortiGate and MikroTik for a branch
8 min
How to choose between FortiGate and MikroTik for a branch
A practical FortiGate and MikroTik comparison covering branch filtering, IPsec links, subscriptions, operating costs, and admin skills.
FortiGate and MikroTikbranch office firewall
Risk, not traffic, decides between MikroTik CRS and Cisco Catalyst
8 min
Risk, not traffic, decides between MikroTik CRS and Cisco Catalyst
MikroTik CRS or Cisco Catalyst for a 40-port warehouse: compare load stability, solo administration, replacement in Kazakhstan, and licenses.
MikroTik CRS or Cisco Catalystwarehouse network switch
Disabling legacy protocols breaks printing predictably
8 min
Disabling legacy protocols breaks printing predictably
See how disabling legacy protocols affects Windows RPC, drivers, and network queues, and how to migrate printer fleets without downtime.
disabling legacy protocolsWindows printing
How do you set up file sharing without a domain?
8 min
How do you set up file sharing without a domain?
File sharing without a domain for a 20-person office: compare NAS and servers, manage local accounts and SMB permissions, and protect backups.
file sharing without a domainworkgroup file server
Windows 10 after end of support costs more
8 min
Windows 10 after end of support costs more
Compare the cost of Windows 10 after end of support, including three years of ESU, IT labor, and replacement of incompatible PCs.
Windows 10 after end of supportWindows 10 ESU cost
How do you deploy BitLocker with TPM at scale?
8 min
How do you deploy BitLocker with TPM at scale?
A mass BitLocker deployment across 300 PCs: TPM checks, recovery key escrow, rollout waves, and recovery after motherboard replacement.
mass BitLocker deploymentBitLocker with TPM
Do you actually need FSLogix user profiles?
8 min
Do you actually need FSLogix user profiles?
When FSLogix user profiles make sense, why VHDX files lock, how container size works, and the exact order for diagnosing failed sign-ins.
FSLogix user profilesFSLogix configuration
How does Active Directory work across two sites?
8 min
How does Active Directory work across two sites?
Active Directory across two sites needs local DCs and DNS, correct site links, tested outage behavior, and a safe replication recovery sequence.
Active Directory across two sitesActive Directory replication
Baseline group policies for a government agency
8 min
Baseline group policies for a government agency
Group policies for a government agency: a Windows baseline for screen locking, admin rights, removable media, updates, and audit logs.
government agency group policiesWindows GPO configuration
Automated workstation deployment starts with a standard image
8 min
Automated workstation deployment starts with a standard image
Automated workstation deployment: build a standard image, separate drivers by model, and test one hundred PCs before handover.
automated workstation deploymentWindows standard image
WSUS or Intune for a network without cloud access?
8 min
WSUS or Intune for a network without cloud access?
Compare WSUS or Intune for 300 PCs without cloud access: isolated segments, installation deadlines, infrastructure, and admin work.
WSUS or Intuneoffline computer updates
How Secure Boot and third-party drivers coexist on PCs
8 min
How Secure Boot and third-party drivers coexist on PCs
Secure Boot and third-party drivers: trace common failures, read Windows logs, and choose a workaround without permanently disabling protection.
Secure Boot and third-party driversdriver signature error
How Windows LAPS replaces a shared administrator password
8 min
How Windows LAPS replaces a shared administrator password
Windows LAPS gives every PC a separate local administrator password, rotates it automatically, and limits help desk access.
Windows LAPSlocal administrator password
Why is a file in use by another user in CAD?
8 min
Why is a file in use by another user in CAD?
Learn why a file is in use by another user in CAD, how to find an open SMB handle, release the lock safely, and avoid losing changes.
file in use by another userCAD file locking
AutoCAD project migration can preserve formatting
8 min
AutoCAD project migration can preserve formatting
A practical AutoCAD project migration process that preserves fonts, dimension styles, xrefs, hatches, layouts, and print settings.
AutoCAD project migrationAutoCAD version compatibility
Autodesk Vault pays off through orderly design work
8 min
Autodesk Vault pays off through orderly design work
Autodesk Vault for a 15-person design team: weigh version control and collaboration against licenses, a server, training, and new routines.
Autodesk Vault for design teamsAutodesk Vault implementation
How do you standardize DWG drawing printing on a shared plotter?
8 min
How do you standardize DWG drawing printing on a shared plotter?
Standardize DWG drawing printing with consistent CTB or STB files, layouts, scales, PC3 profiles, and acceptance tests for a shared plotter.
DWG drawing printingshared plotter setup
A shared Inventor library needs one address
8 min
A shared Inventor library needs one address
Learn how a shared Inventor library keeps stable server paths, updates parts safely, and restores broken references across projects.
shared Inventor librarystandard parts library
Do you need a certified graphics card for CAD?
8 min
Do you need a certified graphics card for CAD?
See when a graphics card for CAD earns its price through large assemblies, stable drivers, adequate memory, support, and tests on your projects.
graphics card for CADprofessional graphics card
An AutoCAD workstation for real Inventor workloads
8 min
An AutoCAD workstation for real Inventor workloads
See how an AutoCAD workstation divides work across the CPU, RAM, SSD, and GPU when opening assemblies, regenerating, rotating, and printing.
AutoCAD workstationcomputer for Inventor
Choose SolidWorks or Inventor by the cost of switching
8 min
Choose SolidWorks or Inventor by the cost of switching
Compare SolidWorks or Inventor for 10 engineers: large assemblies, customer files, hiring, and the full cost of switching systems.
SolidWorks or InventorCAD for mechanical engineering
SolidWorks PDM or a shared folder for design files
8 min
SolidWorks PDM or a shared folder for design files
SolidWorks PDM or a shared folder: compare versions, model references, approvals, costs, and the point where manual storage costs more.
SolidWorks PDM or shared folderPDM for design teams
An AutoCAD license for shift work is counted by person
8 min
An AutoCAD license for shift work is counted by person
An AutoCAD license for shift work is based on named users. Learn how to count two shifts, when Flex fits, and why shared logins fail.
AutoCAD license for shift workAutoCAD for two shifts
How should an organization license Adobe Acrobat?
8 min
How should an organization license Adobe Acrobat?
A practical guide to Adobe Acrobat for organizations, named and shared licenses, shared PC rules, and the annual cost for 50 employees.
Adobe Acrobat for organizationsAcrobat business license
What should you choose for backing up 20 TB?
8 min
What should you choose for backing up 20 TB?
Backing up 20 TB: compare Veeam, Bacula, and Proxmox Backup Server by cost, recovery speed, and the workload they place on a small IT team.
backing up 20 TBVeeam or Bacula
A Microsoft license audit starts with inventory
8 min
A Microsoft license audit starts with inventory
A Microsoft license audit is easier when you inventory installations and rights, apply the correct license models, and resolve gaps early.
Microsoft license auditMicrosoft software inventory
How do you transfer Microsoft licenses to a new entity?
8 min
How do you transfer Microsoft licenses to a new entity?
Learn how to transfer Microsoft licenses during an entity change, prepare records, handle user subscriptions, and allow enough time.
transfer Microsoft licensesMicrosoft legal entity change
Cisco DNA licenses do not pay for active ports
8 min
Cisco DNA licenses do not pay for active ports
Cisco DNA licenses explained: what remains on Catalyst after expiry, which features need renewal, and how to budget a new switch batch.
Cisco DNA licensesCisco Smart Licensing
SQL Server versus PostgreSQL needs a full-cost comparison
8 min
SQL Server versus PostgreSQL needs a full-cost comparison
SQL Server versus PostgreSQL: compare core licensing, available specialists, application compatibility, migration, and three-year costs.
SQL Server versus PostgreSQLSQL Server cost
Physical server backup starts with RTO
8 min
Physical server backup starts with RTO
A practical guide to physical server backup: choose a Veeam Agent mode, calculate RTO and storage, restore to new hardware, and test copies.
physical server backupVeeam Agent
How to choose Proxmox or Hyper-V after VMware
8 min
How to choose Proxmox or Hyper-V after VMware
Compare Proxmox or Hyper-V for three nodes across HA, storage, licensing, support, admin skills, and the effort of migrating VMware VMs.
Proxmox or Hyper-VVMware alternative
How an Autodesk subscription compares with a perpetual license
8 min
How an Autodesk subscription compares with a perpetual license
Compare an Autodesk subscription for three employees with an old license by five-year payments, updates, seat transfers, and downtime risk.
Autodesk subscriptionAutodesk perpetual license
How to choose antivirus for 500 computers
8 min
How to choose antivirus for 500 computers
A practical comparison of antivirus for 500 computers, covering management, audit reports, endpoint load, and three-year Kaspersky and Microsoft costs.
antivirus for 500 computersKaspersky or Defender
Choose AutoCAD or AutoCAD LT by the work, not the price
8 min
Choose AutoCAD or AutoCAD LT by the work, not the price
Compare AutoCAD or AutoCAD LT for 3D, AutoLISP, external data, and industry toolsets to choose the right edition for each department.
AutoCAD or AutoCAD LTAutoCAD LT differences
Veeam per instance or per socket counts different things
8 min
Veeam per instance or per socket counts different things
See whether Veeam per instance or per socket costs less for 40 VMs over three years, including growth, physical servers, and cloud workloads.
Veeam per instance or per socketVeeam VUL licensing
Windows Server licensing starts before server selection
8 min
Windows Server licensing starts before server selection
A practical calculation of Windows Server licensing by physical cores, virtualization layers, and CALs for two hosts before purchase.
Windows Server licensingWindows Server license calculation
How the end of Office 2016 support hits the budget
8 min
How the end of Office 2016 support hits the budget
The end of Office 2016 support raises file, email, and OneDrive risks. See the consequences and calculate the cost of a one-year delay.
end of Office 2016 supportmove from Office 2016
An integrator SLA matters more when downtime is costly
8 min
An integrator SLA matters more when downtime is costly
Learn when an integrator SLA matters more than a warranty, covering response, recovery, local parts, replacement devices, and liability.
integrator SLAmanufacturer warranty
A localized computer with an 8% price gap
8 min
A localized computer with an 8% price gap
When a localized computer costs 8% more, compare delivery, regional service, configuration stability, downtime, and procurement rules.
localized computercomputer total cost of ownership
RTX PRO 6000 or two RTX 5090 cards for a 70B model?
8 min
RTX PRO 6000 or two RTX 5090 cards for a 70B model?
We compare RTX PRO 6000 with two RTX 5090 cards for a local 70B model: memory, dual-GPU speed, power, reliability, and full workstation cost.
RTX PRO 6000two RTX 5090 cards
On-premises GPU infrastructure at 20 hours of load
8 min
On-premises GPU infrastructure at 20 hours of load
On-premises GPU infrastructure at 20 AI hours a week does not always pay off: calculate accelerators, power, labor, transfer, and risk.
on-premises GPU infrastructureGPU server or cloud