Thinking

What we're learning, building, and questioning. Notes from the intersection of technology, data, and business in Central Asia.

Digital Banking in Kazakhstan: 2026 Market Review

Kazakhstan banking is the most digitally mature vertical in Central Asia, led by Kaspi.kz and a consolidated tier of incumbents now racing to rebuild core systems, deploy AI in compliance, and respond to open-banking mandates from the National Bank.

Apr 15, 2026FinanceMarket ReportKazakhstan

HoReCa Automation in Kazakhstan: 2026 Market Review

Kazakhstan's HoReCa sector has roughly 30,000 establishments, a Kaspi-first payment stack, and an iiko versus R-Keeper split that determines almost every chain's operational ceiling. This is what 2026 looks like on the ground.

Apr 8, 2026HoReCaMarket ReportKazakhstan

Digital Retail in Kazakhstan: 2026 Market Review

Kazakhstan retail is a roughly 9 trillion KZT market reshaping itself around Kaspi, marketplace competition, and a long tail of 1C-era back offices. The 2026 digital agenda is less about new technology and more about integration discipline.

Apr 1, 2026RetailMarket ReportKazakhstan

Hidden Cost of Cloud Migration: What ROI Misses

Cloud migration ROI decks model the obvious line items and miss the ones that actually determine the outcome. Egress fees, FinOps gaps, lift-and-shift waste, committed-spend lock-in, and data residency debt surface eighteen months after the migration is declared complete.

Mar 25, 2026CloudAnalysisInfrastructure

Why ERP Implementations Fail: The Real Pattern

ERP programs do not fail because the software is bad. They fail because enterprises run them as IT projects when they are business transformation projects — and the org chart knows it from day one.

Mar 18, 2026ERPAnalysisEnterprise

Why Most Enterprise AI Pilots Fail to Reach Production

Most enterprise AI pilots die somewhere between the demo slide and the production system. The failure pattern is organizational, not algorithmic — and it is preventable.

Mar 11, 2026AIAnalysisEnterprise

Deploying AI Agents in the Enterprise

Most enterprise AI agent pilots never reach production. The gap is not technology — it is deployment discipline. A five-stage framework for moving AI agents from sandbox to business-critical workflows.

Mar 4, 2026AIAutomationEnterprise

AI Coding Assistants: Enterprise Guide

Individual developers love AI coding assistants. Enterprise deployment is a different problem entirely — code security, compliance, team-wide rollout, and measurable ROI across hundreds of engineers.

Feb 25, 2026AIDevelopmentTools

Building Enterprise RAG: From Prototype to Production

Most RAG systems work brilliantly in demos and collapse in production. The gap is not in the language model — it is in document pipelines, retrieval quality, and the evaluation discipline that nobody wants to fund. Here is a framework for building RAG that survives contact with real enterprise data.

Feb 18, 2026AIEnterpriseData

iiko vs R-Keeper: Comparison for HoReCa in Kazakhstan

iiko and R-Keeper both dominate HoReCa automation in Central Asia — but they represent fundamentally different architectures. A practical comparison for restaurant operators choosing between the two in Kazakhstan.

Feb 11, 2026HoReCaComparisonKazakhstan

Snowflake vs Databricks for Enterprise Data Platforms

Snowflake and Databricks for enterprise data platforms — comparing SQL analytics, ML workloads, pricing models, governance, and what matters for organizations in Kazakhstan and Central Asia.

Feb 4, 2026DataCloudComparison

n8n vs Make (Integromat) for Enterprise Automation

n8n and Make both promise workflow automation — but they diverge sharply on hosting, AI capabilities, and enterprise pricing. A practitioner-level comparison for companies choosing their automation backbone.

Jan 28, 2026AutomationComparisonEnterprise

What is Prompt Injection? A Security Risk in AI

Prompt injection is the most critical security vulnerability in enterprise AI systems. Understanding how attackers manipulate LLM behavior through crafted inputs is essential for any organization deploying AI at scale.

Jan 21, 2026AISecurityEnterprise

What is a Vector Database? Semantic Search for AI

Vector databases store and search data by meaning, not keywords. For enterprises building AI-powered search, recommendations, or RAG systems, they are the infrastructure layer that makes intelligent retrieval possible at scale.

Jan 14, 2026AIDataInfrastructure

What is RAG? Enterprise AI Grounded in Your Data

RAG connects large language models to your proprietary data — internal documents, policies, databases — so AI generates answers grounded in facts, not guesses. For enterprises, it is the difference between a general-purpose chatbot and a system that actually knows your business.

Jan 7, 2026AIEnterpriseData

What is an AI Agent: The Future of Business Automation

AI agents go beyond chatbots — they autonomously plan, reason, use tools, and execute multi-step tasks. For enterprises, agents represent the next leap in automation: from answering questions to completing workflows.

Dec 31, 2025AIAutomation

How to Measure Digital Transformation ROI

Most digital transformation ROI models measure the wrong things. Cost savings are table stakes. The real question is whether the transformation created strategic capabilities that did not exist before.

Dec 24, 2025ROITransformation

Beyond the Demo: Making GenAI Work in Production

Everyone has a ChatGPT wrapper. Almost nobody has GenAI running in production. Here's what it actually takes — data readiness, security architecture, and the human workflows that make it stick.

Dec 17, 2025GenAIProduction

Is Your Business AI-Ready: An Executive Checklist

Most AI initiatives fail not because the technology is immature, but because the organization is not ready. Here is a practical readiness checklist that cuts through the hype and focuses on what actually matters.

Dec 10, 2025AIAssessment

Cloud Migration Roadmap for Kazakh Enterprises

Cloud migration in Central Asia is not the same playbook as in Silicon Valley. Data residency, connectivity constraints, and local regulations demand a region-specific roadmap. Here is one.

Dec 3, 2025CloudMigration

1C vs SAP: Which ERP for Kazakhstan?

A practical comparison of 1C and SAP for Kazakh enterprises — covering cost, localization, scalability, and the realities of local implementation ecosystems.

Nov 26, 2025ERPKazakhstan

AWS vs Azure for Central Asian Enterprises

AWS and Azure for Central Asian enterprises — comparing regional infrastructure, data residency compliance, pricing realities, and the local partner ecosystems that determine implementation success.

Nov 19, 2025CloudInfrastructure

What is ERP: A Complete Guide for Enterprises

ERP systems promise to unify every business function under one roof. But for most enterprises, the real challenge is not choosing the software — it is redesigning the organization around it.

Nov 12, 2025ERPEnterprise

CRM Total Cost of Ownership: What You Pay

CRM vendors quote license fees. The actual cost is three to five times higher. Here is a framework for calculating what CRM implementation really costs — and where the hidden expenses live.

Nov 5, 2025CRMTCO

Bitrix24 vs amoCRM: Comparison for Mid-Size Business

Bitrix24 and amoCRM dominate the CIS market — but they serve fundamentally different needs. A structured comparison for mid-size companies choosing between the two.

Oct 29, 2025CRMComparison

Custom ERP vs Off-the-Shelf: Decision Criteria

Custom-built ERP vs off-the-shelf solutions — a decision framework covering TCO, time to value, vendor lock-in, and the hidden costs of both paths.

Oct 22, 2025ERPStrategy

What is CRM: More Than Contact Management

CRM is no longer a digital Rolodex. Modern CRM is revenue infrastructure — the system that connects marketing, sales, and service into a single pipeline that compounds over time.

Oct 15, 2025CRMSales

What is Data Strategy? Foundation for AI

A data strategy is the organizational blueprint for turning raw data into business decisions. Without one, AI initiatives stall, analytics stay superficial, and data becomes a cost center instead of a competitive advantage.

Oct 8, 2025DataStrategy

The Data Culture Problem Nobody Wants to Talk About

Companies spend millions on data infrastructure and wonder why nothing changes. The answer isn't more dashboards. It's culture — and culture is the hardest thing to engineer.

Oct 1, 2025DataTransformation

What is Digital Transformation: Beyond the Buzzword

Digital transformation is the most overused term in enterprise strategy. Strip away the buzzword and what remains is a fundamental question: how does technology change the way your organization creates value?

Sep 24, 2025TransformationStrategy

Outsource vs In-House Development: A Strategic Choice

Outsource vs in-house development — a strategic framework for Kazakh companies evaluating cost structures, IP ownership, team scaling, and the hidden risks of both models.

Sep 17, 2025StrategyDevelopment

What is DevOps: Culture, Practices, and Tools

DevOps is not a job title or a toolchain. It is a cultural shift that breaks down the wall between development and operations — and the organizations that embrace it ship faster, fail less, and recover quicker.

Sep 10, 2025DevOpsEngineering

How to Evaluate Digital Platform Investments

A digital platform investment is one of the largest technology decisions an enterprise makes. Most evaluation frameworks miss the organizational dimension entirely. Here is how to get it right.

Sep 3, 2025InvestmentStrategy

How to Choose an IT Partner: An Enterprise Framework

RFPs measure compliance, not capability. The vendors who win scoring matrices are often the ones who are best at filling out scoring matrices. Here is how to evaluate what actually matters.

Aug 27, 2025ProcurementStrategy

Build vs Buy: When to Build Custom Software

Build vs buy is framed as a cost question. It is actually a strategy question. Here is a framework for deciding when custom development creates competitive advantage — and when it just creates technical debt.

Aug 20, 2025StrategyDevelopment

What is MLOps: From Model to Production

MLOps used to be a big-company problem. It's not anymore. Lightweight tools and managed services mean any team deploying ML models should be doing this — and here's how to start.

Aug 13, 2025MLOpsAutomation

What is API Integration: Connecting Business Systems

APIs are the connective tissue of modern business. Every time two systems need to share data or trigger an action, an API makes it possible — and the quality of that integration determines whether your tech stack works as a system or a collection of islands.

Aug 6, 2025APIIntegration

Figma vs Sketch for Enterprise Design

Figma vs Sketch for enterprise design teams — comparing collaboration, design systems, developer handoff, security, and the total cost of running either tool at organizational scale.

Jul 30, 2025DesignTools

Power BI vs Tableau: Analytics for Kazakh Business

Power BI and Tableau for Kazakh enterprises — comparing licensing, integration with local systems like 1C, self-service capabilities, and the practical realities of BI adoption in Kazakhstan.

Jul 23, 2025AnalyticsBI

What is Computer Vision: Business Applications

Computer vision enables machines to interpret visual information — from quality inspection to document processing. For enterprises, it is one of the highest-ROI AI investments when applied to the right operational problem.

Jul 16, 2025CVAI

What is PropTech: Real Estate Technology in Kazakhstan

PropTech is the application of technology to real estate — from smart buildings and digital transactions to property management platforms. In Kazakhstan's construction boom, it is the difference between managing properties and scaling a real estate business.

Jul 9, 2025PropTechReal Estate

What is a UX Audit: Why Your Product Needs One

A UX audit is a structured evaluation of your digital product that reveals where users struggle, where revenue leaks, and what to fix first. It is the fastest path from gut feeling to evidence-based design decisions.

Jul 2, 2025UXDesign