Blog
How to choose, ship and commission equipment
Practical articles on supply, IT infrastructure and equipment operation for enterprises in Kazakhstan.
8 min read
Info-kiosks for Public Services: How to Choose Hardware and SupportHow to choose info-kiosks for public services to run all day: PC hardware, touch and enclosure, protection against failures, maintenance and spare parts.
8 min read
Servers for Analytics and BI: choosing for reports and data martsServers for analytics and BI: we analyze load profiles for the quasi-public sector in Kazakhstan and advise how to choose CPU, RAM, disks and network for reports and data marts.
8 min read
Unified TAG for Maintenance Equipment (TOiR): Coding and LabelingA unified TAG for maintenance equipment links repairs, downtimes and spare parts. We describe the code structure, naming rules and duplicate checks.
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Developing an MIS for a Polyclinic: Schedules, Queues, and RoomsDeveloping an MIS for a polyclinic: how to design schedules, rooms, queues and referrals to avoid resource conflicts and booking failures.
8 min read
Requirements backlog in an integration project: how to manageRequirements backlog in an integration project: how to record user stories, set readiness criteria and align priorities with the business without chaos.
8 min read
Slow PC Diagnostics Collection: Standards, Scripts, and a TemplateSlow PC diagnostics collection: what to gather, how to standardize scripts and logs, and how to produce a single engineer report template.
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On‑premise chatbot platforms: Rasa, Botpress and Microsoft Bot FrameworkOn‑premise chatbot platforms: how to compare Rasa, Botpress and Microsoft Bot Framework on NLU, integrations, dialog logs and security.
8 min read
Touch all-in-ones for business: where they pay offTouch all-in-ones for business: where they pay off — reception, registry, front-office and classrooms. Mounts, protection and how to choose.
8 min read
Calibration Certificate Storage System: Order Without ChaosStorage system for calibration certificates: how to bring order to files, search by serial number and expiry date, and control completeness of document packages.
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KIPiA and Calibration Registry: Instrument Card, Calibration Schedule, LockoutsKIPiA and calibration registry instead of Excel: instrument card, certificate storage, calibration schedule, automatic blocking of expired devices, notifications and reports for the metrologist.
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Integrating LLMs with 1C: patterns, trust and common mistakesIntegrating LLMs with 1C: common patterns (data-backed search, drafts, error explanations), architecture, security and mistakes that destroy trust.
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Checklist for purchasing PCs for government organizations: documents and warrantyPC procurement checklist for government organizations: which documents, local content, warranty and service requirements to include so deliveries are accepted without returns.
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DNS, DHCP and IPAM Architecture for a Large OrganizationDNS, DHCP and IPAM architecture for a large organization: how to design zones, reservations and address policies to avoid IP conflicts and downtime.
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Cisco Catalyst 9200 for the Office: Standard Procurement SpecificationCisco Catalyst 9200 for the office: a standard specification for bulk procurement. We cover uplink, stacking, power supplies, PoE and port reserves without overpaying.
7 min read
Issuing IT Equipment to New Employees: A Role-Based PlanStep-by-step setup for issuing IT equipment to new hires: role-based kits, timelines, approvals, acceptance and return control at termination.
8 min read
How to Choose RTO/RPO: DR in Practice Without OverpayingA practical guide to choosing RTO/RPO for Disaster Recovery: criticality levels, a priority matrix and DR architecture options for different budgets.
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Emergency Material Stock Registry: min/max and write‑offsEmergency material stock registry: how to set min/max, configure replenishment rules, control write‑offs during emergency work and maintain warehouse reports.
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BI for Small Business: 10 Daily Reports for the ManagerBI for small business: a set of 10 daily reports on sales, margin, receivables, inventory and cash — no manual reconciliations.
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Data Center Colocation Agreement: Access, Security, IncidentsHow to review a data center colocation contract: personnel access, physical security, maintenance windows, incident response times and escalation.
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Offline synchronization for field workers: no data lossOffline synchronization for field workers: how to implement a change queue, resolve conflicts, and avoid data loss in poor connectivity and disconnections.
7 min read
Workstation for two 4K monitors: ports, cables, settingsWorkstation for two 4K monitors: which video outputs and cables to choose, and how to set refresh rate and color to avoid flicker and dropouts.
8 min read
Internet Redundancy: High-Availability Designs for the OfficeInternet redundancy: simple high-availability designs for small offices, branches and headquarters, plus clear methods for testing and controlling failures.
8 min read
Technical Debt in Corporate Systems: How to Plan for It in ReleasesTechnical debt in corporate systems slows releases and reduces quality. How to spot, measure and plan debt repayment without pausing development.
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Hardware Compatibility with Enterprise Software: PilotHardware compatibility check with enterprise software: a pilot procedure with a test bench, application list, drivers, peripherals and acceptance criteria.
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Electronic Archive Infrastructure: retention, access and scanningElectronic archive infrastructure: how to align retention periods, access roles and scanning volumes to choose the right servers, disks and backup strategy.
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Versioning Printed Forms: Templates and Change Control Without the ChaosA practical guide on how to set up versioning for printed forms: templates, change rules, automated checks and releases so documents don’t break.
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Storing SSDs and RAM: ESD, Temperature, and InventoryHow to store SSDs and RAM: ESD, temperature, humidity, packaging and inventory requirements to prevent component failures.
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UPS Sizing for Server Rooms and Data Centers: Power and RuntimeUPS sizing for a server room: how to assess load, choose topology, batteries and bypass to get the required runtime without overpaying.
8 min read
Seafile vs ownCloud vs Pydio: on-prem file sync comparisonSeafile vs ownCloud vs Pydio: how to compare on-prem solutions by speed, file locking, access rights and offline usability.
8 min read
Mass monitor configuration via EDID: PowerShell for the officeMass monitor configuration via EDID in the office: how to collect inventory, apply resolutions and scaling, and solve common 4K and ultrawide issues.
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Collecting BSOD Dumps via GPO: Storage, Retention, and MetadataPractical guide: collecting BSOD dumps via GPO, automated copying with scripts, storage structure, retention policies, and the metadata set for investigations.
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Workstation Stress Testing: Quick Checks Before DeploymentStress-testing workstations before mass deployment: quick CPU, memory, and disk checks, pass/fail criteria, and common mistakes.
8 min read
24/7 Emergency Dispatch: Priorities, On-Call Shifts, and SLAs24/7 emergency dispatch: how to set priorities, configure shifts and routing, define SLAs by incident type and avoid losing tickets.
8 min read
Two monitors or one ultrawide: choose by tasksTwo monitors or one ultrawide: a comparison for operators, accountants and analysts. Ergonomics, desk space, TCO and video outputs.
8 min read
Corporate Messenger Without Subscriptions: Checklist and MigrationCorporate messenger without subscriptions: checklist of requirements for Mattermost and Matrix and a clear migration plan for channels, history, guests, archives and integrations.
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Supplier Claims Management System: Data ModelSupplier claims management system: data model (defect, lot, photo, resolutions), reaction deadlines, supplier KPIs and linkage with procurement.
8 min read
Specification for Secure Web Gateway: SSL inspection, categories and ADSpecification for Secure Web Gateway: what to define about SSL inspection, categories, exceptions, logging, AD integration and on‑prem deployment.
8 min read
Attachments and files in CRM: storage, limits and versioning without chaosAttachments and files in CRM: how to choose storage, set limits, configure antivirus, previews and versions so documents don’t get lost.
7 min read
GPU Driver Update Policy for CAD/3DGPU driver update policy: how to update without breaking CAD/3D, close vulnerabilities, set up a test contour, roll back and track versions.
8 min read
Browser Isolation (RBI): When It Reduces Phishing and Its Impact on UXBrowser isolation (RBI) can reduce phishing risk faster than training. We explain when it’s justified and how to measure its impact on UX.
7 min read
Server trade-in for upgrades: benefits, timelines and risksTrade-in when upgrading servers: how to calculate real benefit, account for timing, logistics and risks so trading in old hardware doesn’t derail the project.
8 min read
Handover to Operations after CAPEX: Project Closure ChecklistHandover to operations after CAPEX: how to prepare as-built documentation, equipment datasheets and a spares list so assets don't get lost between the project and O&M.
5 min read
Designing a Computer Lab: Network, Power, ProtectionDesigning a computer lab: how to plan power, network, user accounts, protection from failures and easy teacher maintenance.
8 min read
What to Log in an Enterprise LLM for Audit and InvestigationsA practical guide to what to log in an enterprise LLM for audit and investigations: events and fields, log storage, access, retention, and data protection.
8 min read
AutoCAD slows down on network folders: cache, paths, DWG rulesIf AutoCAD is slow on network folders, configure a local cache, support paths and DWG storage rules to speed up opening and saving files.
8 min read
PACS Server: calculating DICOM archive capacity, disk IOPS and network requirementsPACS server: how to calculate DICOM archive capacity, disk IOPS and network requirements so images open quickly during peak hours and as the database grows.
8 min read
Release calendar for enterprise applications: no surprisesA release calendar for enterprise applications helps deliver updates regularly and without surprises: rules, roles, approvals and a checklist.
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osquery for inventory and security: queries and tasksosquery for inventory and security: useful queries for startup, USB, patches and services, and a clear way to turn results into IT tasks.
8 min read
How to Choose a VDI Platform in 2025: Citrix, Horizon, AVDTips to choose a VDI platform in 2025: Citrix, Horizon, AVD and alternatives for on-prem, cloud bans and GPU needs.
8 min read
SNMP vs Streaming Telemetry: When to Switch and How to PilotSNMP vs streaming telemetry: compare accuracy, metric frequency, load and implementation complexity, and test benefits in a pilot without risk.
8 min read
Automating Meeting Minutes: Extracting Decisions and Action Items from AudioAutomating meeting minutes extracts decisions and action items from audio, links them to projects and enables execution tracking.
7 min read
Maintenance regimen for servers without downtime: a checklist of checksMaintenance regimen for servers without downtime: what to check monthly and quarterly, how to plan work windows and record results.
8 min read
Workstation maintenance in schools and universities: a calendarWorkstation maintenance in schools and universities: how to create a cleaning, fan and cable check calendar so lessons don’t stop.
8 min read
Kaizen suggestion system: statuses, roles and effect calculationKaizen suggestion system: which statuses and roles to set, how to calculate and verify savings so ideas reach implementation and measurable results.
8 min read
Spare Parts Request Process: From Need to Issuance and ReturnHow spare-parts requests move from need to issuance, including approvals, reservation, picking, issuance and returns — plus rules for scarce and critical parts.
8 min read
Technical Specification for a Corporate AI Platform: Structure of RequirementsTechnical specification for a corporate AI platform: how to describe requirements for models, data, integrations, security, operations, user training and acceptance.
8 min read
Server expandability in the SOW: how to build headroom without overpayingA practical checklist for specifying server expandability in the SOW: PCIe, drive bays, power and network ports so you can grow capacity in a year without replacing the platform.
8 min read
Red Teaming for Enterprise AI: Attack Scenarios and RemediationRed teaming for enterprise AI: practical scenarios for bypassing policies, harmful instructions and false citations, plus rules for reporting and remediation.
8 min read
User Activity Audit: How to Build a Reliable Event LogUser activity audit helps investigate incidents: how to describe events, protect logs from tampering, set retention and enable fast search.
8 min read
Upgrading PCs Without Replacing Monitors: When It Makes SenseUpgrading PCs without replacing monitors: when it's cost‑effective, which ports and cables to check, and how to avoid issues with resolution, refresh rate and adapters.
8 min read
Server rack acceptance: checks before installing equipmentServer rack acceptance: what to check for geometry, grounding, PDUs, hot-swap access, labeling and documentation before installing equipment.
8 min read
Prompt injection in corporate chatbots: RAG attacks and defensesPrompt injection in corporate chatbots: common RAG attacks, instruction isolation, source allowlists, response verification and content policies.
8 min read
Emergency Repair Log: Mandatory Fields and Monthly ReportsAn emergency repair log helps reveal the causes of downtime. This guide covers mandatory fields, setting up classifiers, and five reports you can get within 30 days.
8 min read
Migrating to IPv6 in a Corporate Network: Plan and PitfallsMigrating to IPv6 in a corporate network: how to plan dual-stack, addressing, security and applications, and where failures most often occur.
8 min read
AQL Sampling Inspection for PC Shipments: Sample Size, Defects and AcceptanceAQL sampling inspection for PC shipments: how to choose inspection level, calculate sample size, define critical defects and prepare an undisputed acceptance report.
8 min read
How to assess a supplier’s reliability for manufacturing and quality controlHow to verify a supplier’s reliability for manufacturing: incoming inspection, tests, serial traceability and warranty/service processes.
8 min read
Regulation on Prohibiting Unauthorized Upgrades and ConnectionsA regulation banning unauthorized upgrades describes who can change components and connect devices so warranty is preserved and security risks are reduced.
8 min read
Incoming Inspection Checklist for PCs and Servers During Batch AcceptanceIncoming inspection checklist for PCs and servers: what to check when receiving a batch so you catch defects before shipping to branches and avoid launch delays.
8 min read
PC Compatibility with Linux for Procurement: Drivers and FirmwarePC compatibility with Linux: what to check for drivers, firmware, Wi‑Fi, Bluetooth, TPM and how to record requirements in RFP and acceptance.
8 min read
Contact center software licensing: shifts, hot desk and call recordingHow to account for shifts, hot desks, dynamic seats and call recording in a contact center software licensing and cost model.
8 min read
Fusion 360 CAM Postprocessors: Storage, Testing, and ApprovalFusion 360 CAM postprocessors: where to store files, how to safely test edits, and who should approve a post for a specific machine.
8 min read
Arista 7050X Low-Latency Network Metrics and Pilot PlanArista 7050X low-latency metrics: what to measure (latency, microbursts, jitter), how to collect data and run a pilot to prove benefit for applications.
8 min read
Endpoint Privilege Management (EPM): Removing local administrator rightsEndpoint Privilege Management (EPM) in practice: how to remove local admin rights without downtime, enable controlled elevation and produce reports for InfoSec.
8 min read
Refurbished servers and storage systems: what to check before buyingRefurbished servers and storage systems: how to check power-on hours, repairs and configuration before buying. Step-by-step tests, checklist, pitfalls and a sample purchase.
8 min read
RMA Process in the Company: Managing Warranties and Replacement PoolThe RMA process helps organize warranty intake, replacement issuance, parts storage and metrics to reduce user downtime.
8 min read
Monitoring LLMs in production: metrics and alerts without surprisesLLM monitoring in production: which metrics to collect for queues, tokens, errors and quality, and how to configure alerts to detect failures before users do.
8 min read
Updating embeddings without downtime: blue-greenPractical strategies to update embeddings without downtime: blue-green, parallel indexes, quality checks and rollback.
8 min read
CRM Work Regulations: who updates data and whenCRM work rules: roles, update timing, required fields, quality control and a template of rules for managers and leaders.
8 min read
SAP HANA Server: Checklist for Memory, Network, and CertificationsSAP HANA server checklist: RAM, CPU, SAP certifications, networking and storage to ensure deployment goes without surprises.
8 min read
Hot-swap in servers: what to check in the spec and at acceptanceHot-swap in servers: how to specify requirements in the spec and verify at acceptance that PSUs, fans and drives can be replaced without downtime or dismantling the rack.
7 min read
GPU Requirements for LLM Inference: Calculating CapacityGPU requirements for LLM inference: a simple calculation based on tokens/sec, concurrent users, context length and buffer for peaks.
8 min read
HPE Alletra 6000 all‑flash storage: how to compare quotes by the numbersHow to compare HPE Alletra 6000 all‑flash storage in commercial quotes: guaranteed performance, compression, support and hidden assumptions.
8 min read
ERP for Discrete Manufacturing: MVP Modules for the First ReleaseERP for discrete manufacturing: the minimal set of modules for the first release to manage items, BOMs, orders, warehouse, costing and roles.
8 min read
Controlling Administrator Actions: SIEM, PAM, or AuditControl of administrator actions: how to choose SIEM, PAM, or standalone auditing to satisfy investigations, regulators, and internal reviews.
8 min read
Server burn-in test before production: tools and pass/fail criteriaServer burn-in test before production: tools for CPU/RAM/network, pass/fail criteria and rules for recording results for warranty.
8 min read
Key and Access Card Inventory System: Statuses and ReportsKey and access card inventory: statuses, documents, logs and reports on overdue items and anomalous issuances for control and investigations.
7 min read
Server Power Reliability: the "Pull One Cord" TestServer power reliability is checked with the "pull one cord" test: it evaluates real redundancy, PSU and UPS reaction, PDU wiring and whether logs and alerts work.
8 min read
Self-service software installation via UEM: catalog and controlUEM self-service for software installation: application catalog, approvals, automatic delivery to PCs, fewer L1 tickets and license control.
8 min read
ISO 9001, 14001, 45001 from the Manufacturer: Benefits for the BuyerWe explain why ISO 9001, 14001 and 45001 at a manufacturer matter to the buyer: risks, benefits in procurement and projects, occupational safety and what to request as proof.
8 min read
Registry Database Servers: Latency and ReliabilityHow to choose hardware and settings for registry database servers to reduce latency and avoid slow queries. Checklist and common mistakes.
8 min read
Locking configuration in a 12–24 month contract: clauses to includeLocking configuration in the contract: which points to agree for 12–24 months so batches remain identical and images, drivers and spare parts are not broken.
8 min read
Domestic Manufacturer Status: Which Documents to CheckWe explain which documents confirm domestic manufacturer status, how to verify product origin and how to reduce risks when procuring in Kazakhstan.
8 min read
Managing 4G/5G Routers and SIM Cards: Inventory and AlertsManaging 4G/5G routers and SIMs helps control tariffs, limits, usage geography and receive alerts before overage occurs.
8 min read
Calculating spare peripheral needs for schools and collegesHow to calculate spare peripheral needs for schools and colleges: collect failure stats, account for usage and lead times, and perform a simple stock calculation.
8 min read
Quick USB Port Test During PC Receiving: Warehouse ChecklistQuick USB port test for PC receiving: list of test devices, step-by-step warehouse check and pass/repair criteria for a batch of computers.
8 min read
On-prem contact center comparison: Asterisk, 3CX, GenesysOn-prem contact center comparison: Asterisk, FreeSWITCH, 3CX and Genesys — queues, resilience, recording, CRM integrations and scaling to 1000 agents.
8 min read
Enterprise SSDs: TLC vs QLC, TBW/DWPD and wear managementEnterprise SSDs: how to compare TLC and QLC, interpret TBW and DWPD, set SMART wear alerts and decide when hardware encryption is needed.
8 min read
Central Driver Catalog: Pilot, Rollout, and RollbackA central driver catalog helps manage a mixed fleet: packaging, testing, signing and distribution via UEM using pilot, ringed rollout and rollback.
7 min read
The history of ARM architecture: from Acorn to servers and the cloudThe history of the ARM architecture: how it started, moved from PCs to smartphones and servers, and why ARM is discussed as the future of computing.
8 min read
Internal Audit Management System: Checklists and DeadlinesInternal audit management system: how to maintain checklists, record findings, assign corrective actions, control deadlines and prepare reports for leadership.
8 min read
12VHPWR connector: how to choose the cable and avoid overheatingThe 12VHPWR connector needs careful installation. How to choose a cable, avoid overheating, route wiring, and what checks to run after mounting in a rack.
8 min read
Payment Calendar: Prioritizing Payments and Forecasting Cash BalancesPayment calendar: how to collect payment requests, set priorities, calculate a cash balance forecast, configure approvals and spot cash gaps in advance.
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