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How to choose, ship and commission equipment
Practical articles on supply, IT infrastructure and equipment operation for enterprises in Kazakhstan.

8 min read
The economic impact of an LLM assistant: how to calculateEconomic impact of an LLM assistant: formulas and calculation steps for time, quality, request volume and errors, including costs for GPU, support and updates.
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Choosing a Virtualization Platform: A Checklist for Your OrganizationChoosing a virtualization platform: a practical checklist on resources, licensing, high availability and backing up virtual machines.
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Managing change during a system rollout: a training planChange management for system rollouts: how to create a training plan, select superusers and measure process adoption by department.
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IT Trends 2024: What Changed in Hardware and InfrastructureIT trends 2024: what changed in IT, desktop and server hardware, which ideas became mainstream and how to factor them into plans for 2025.
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Save on Licenses Without Losing Features: 5 ScenariosSave on licenses without losing functionality: practical steps to consolidate servers, review user roles, optimize licensing metrics and disable unused options.
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OCR Comparison: ABBYY, Tesseract and Google Document AIOCR comparison: ABBYY, Tesseract and Google Document AI — how to measure accuracy on your templates, set up quality control and calculate the cost per 1,000 documents.
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Replacing a File Server with Samba: Permissions, Migration, PerformanceStep-by-step plan: replace a file server with Samba using DFS-like paths, migrate shares, verify permissions and measure performance on large datasets.
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PCs for STEM Labs: Configurations for Colleges Without Unnecessary ExtrasPCs for STEM labs: how to choose configurations for coding, simple modeling and basic graphics without overpaying for rare features.
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Compare Server Proposals: a One‑Page MethodStep‑by‑step method to compare server proposals by performance, scalability, service and delivery times so you choose without mistakes.
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PC form factor for the office: SFF, mini tower or all-in-one?How to choose a PC form factor for the office — SFF, mini tower or all-in-one — considering space, maintenance, upgrades and security requirements.
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Predictive Maintenance: Pilot, Sensors, and ValuePredictive maintenance: which sensors and data to collect for your first pilot, how to set up monitoring and calculate the economic impact.
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DR for on-prem LLMs: backups, replication and GPU reservesDR for on-prem LLMs: what to back up (data, index, configs), how to set up storage replication, keep spare GPUs and recover step by step.
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Video Surveillance Server (VMS): sizing storage and loadVMS server: how to calculate camera bitrate, archive size, disk and network requirements, and common mistakes that show up as camera numbers grow.
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Production and Maintenance KPIs: Tracking Downtime without Paper LogsProduction and maintenance KPIs: how to collect downtime and output data automatically, remove paper logs and double entry, and improve report accuracy.
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Transferring Licenses When Replacing PCs and Servers: What to CheckHow to transfer licenses when replacing PCs and servers: what contract clauses matter, which documents prove entitlement, and what to check before migration.
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Configuration Management: When to Move to Ansible or PuppetConfiguration management: when it’s time to replace scattered scripts with desired-state management, drift control and change audit using Ansible, Puppet and SaltStack.
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Meeting Room Integration: Service, Scheduling and ResponsibilityMeeting room integration brings order: a single schedule, equipment standards, support and clear SLAs for the team.
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Corporate printing without chaos: architecture, permissions, quotasCorporate printing without chaos: how to set up queues, drivers, permissions, and quotas to reduce support requests and simplify device replacement.
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Managing Routes for Sales Representatives: Visit Planning and ControlManaging sales reps' routes: how to create visit plans, get geolocation reminders and control execution without chaos.
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Integration Contracts and Contract Tests—No SurprisesIntegration contracts and contract tests lock the API format, let you change integrations safely and catch errors before release. Steps, example and checklist.
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GPU Workstations or a GPU Server for a University: ComparisonComparing GPU workstations vs a shared GPU server for a university: student access, queues, room requirements and support.
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Technological Sovereignty in IT: Standards Instead of DependencyTechnological sovereignty in IT: how to reduce dependence on a single vendor through interface and process standards while keeping quality and support.
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IT Infrastructure for Medical Facilities: Key PillarsIT infrastructure for medical facilities: how to plan network segmentation, availability, data protection and resilient workstations under high load.
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Equipping schools for remote learning: the basic kitEquipping schools for remote learning: which PCs, cameras, headsets and network settings are needed so lessons run without interruptions.
8 min read
Call recording spec: requirements for Verint, NICE and on-premWhat to include in a call recording specification: storage, access, masking, exports for investigations, and nuances for Verint, NICE and on-prem solutions.
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IT Hardware Supply Chain Transparency: VerificationIT hardware supply chain transparency: practical steps to reduce substitution risk during acceptance, verify serial numbers, seals and warranty.
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Comparing Kafka, RabbitMQ, NATS and ActiveMQ for Enterprise SystemsComparison of Kafka, RabbitMQ, NATS and ActiveMQ for enterprise systems: delivery guarantees, transactional behavior, monitoring and real maintenance costs.
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Logs and Audit for Incident Investigation: a Preparation PlanLogs and audit for incident investigation: which logs to collect, where to store them, how to set up correlation and reduce analysis time to hours.
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Remote access licenses: how to count users across branchesRemote access licenses: how to count employees, consultants and temporaries across branches to avoid overpaying and audit risks.
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Justifying a PC refresh budget: numbers that convincePractical budget justification for a PC refresh: TCO calculations, downtime, repairs, energy and security risks. Numeric template for the committee.
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Factory IoT Telemetry Collection: Network, Segmentation, StorageFactory IoT telemetry collection: how to design the network, separate OT and IT, and configure storage so you don't overload corporate infrastructure.
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Comparing APM: Dynatrace, New Relic and AppDynamics for 100+ servicesAPM comparison Dynatrace, New Relic and AppDynamics for 100+ services: traces and spans, profiling, alerts and SLOs, plus cost models and deployment risks.
8 min read
FreeRADIUS 802.1X setup: a zero-downtime deployment planA practical office deployment plan for 802.1X: FreeRADIUS 802.1X setup, choosing EAP, guest network, device accounting and a rollout with no downtime.
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BPM Systems 2025: Choosing for Regulations and IntegrationsBPM systems 2025: compare Camunda 8, ELMA365, Pega and Bizagi and get practical steps for choosing platforms for long-running processes, integrations, form versioning and regulated changes.
8 min read
Workstations for an electronic queue: replace hardware without changing the queue softwareWorkstations for an electronic queue: how to handle peak load, swap a device quickly without reinstalling or changing the queue software.
8 min read
CRM for Post-Sales Service: Contracts and RemindersA post-sales service CRM helps manage service contracts, scheduled maintenance and reminders to retain customers and forecast revenue.
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Calculating Bitrate and Video Archive for Access Control and NetworksBitrate and video archive calculation: how to assess the network, storage size, access segmentation, cyber risks and resilience for video surveillance and access control.
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Questions to ask the client when equipping a new government officeClient questionnaire for equipping a new government office: rooms, roles, peripherals, network and timelines. Helps gather inputs and avoid estimate rework.
7 min read
Red Hat vs SUSE: Comparing Server Subscriptions by Key CriteriaWe compare Red Hat and SUSE server subscriptions: sockets vs cores, guest VMs, repositories, SLAs and version lifecycles to help you choose.
8 min read
IT Trends 2023: key developments in software and hardwareIT trends 2023: AI, cybersecurity, cloud and changes in PC and server hardware. What this means for planning and procurement for 2024.
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Technology trends 2022: what changed in IT and hardwareTechnology trends 2022: the main changes in IT, PC and server hardware, security and AI, and how to use 2022 lessons when planning 2023.
8 min read
IT Trends 2021: What Changed in Hardware and SoftwareIT trends 2021: the year's main developments in software and infrastructure, what happened with PCs and servers, and useful conclusions for planning.
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Technology Trends 2020: IT, Hardware, Servers and LessonsTechnology trends 2020: remote work, clouds, security, demand for servers and PCs, acceleration of AI and video conferencing. A concise practical summary of what mattered.
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Technology Trends 2019: IT, PCs and Server HardwareTechnology trends 2019: key events in IT, PC and server hardware — cloud growth, AI, security and practical takeaways for infrastructure refresh.
8 min read
2018 in Technology: IT and Hardware Trends2018 in technology: key IT, PC and server hardware, AI, cloud and security events, with practical takeaways for infrastructure planning.

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