Deep Dive
Cutting LLM Inference Cost: Caching, Batching, Routing and KV-Cache (2026)
Agentic workflows make 50-200 calls per task; cheap tokens become expensive tasks. Cut cost 30-50% with caching, routing and observability.
15 minLLMOps
Blog archive
Showing 217–240 of 510 articles, newest first.
Guide
The GPAI Enforcement Era Begins: 2 August 2026 and an Enterprise Readiness Guide
On 2 August 2026 the EU AI Act's GPAI enforcement powers take effect. Fines, the Code of Practice, and practical readiness steps for companies serving the EU.
15 minGovernance
Deep Dive
The GenAI Divide: Why 95% of Pilots Deliver No Value and What the 5% Do
MIT's finding is blunt: 95% of pilots deliver no measurable return. The problem is integration, not models. A pilot-to-value framework for CDO/CTO.
15 minStrategy
Deep Dive
Agentic AI in E-commerce: Conversational Commerce, Agent-Assisted Shopping and KVKK (2026)
Shopping agents are reshaping discovery and conversion. Conversational commerce architecture, recommendations and KVKK-compliant personalization for Turkish e-commerce.
15 minAgents
Deep Dive
Multi-Agent Orchestration Goes to Production: Governance, Cost and MCP/A2A (2026)
Gartner says 40% of agentic projects will be cancelled by 2027 — not for model reasons, but for missing governance, cost control and audit.
16 minAgents
Guide
How to Build an AI Use-Case Prioritization Matrix? (Step by Step + Template)
How is use-case prioritization done? The value-feasibility matrix, weighted scoring, a quick-win portfolio, a copyable template, and an example matrix guide.
31 minUse Cases
Deep Dive
Build Buy Assemble: The Right Decision Framework for Enterprise AI (Build / Buy / Assemble)
What is build buy assemble? The build, buy, or assemble decision in enterprise AI; decision criteria, TCO, vendor lock-in, and hybrid architecture in this guide.
32 minStrategy
Guide
How to Present an AI Project to Senior Leadership? The Business Case That Convinces the CFO
How do you write an AI business case? The CFO's perspective, business-case components, ROI/NPV/payback period, risk management, slide flow, objection handling, and executive presentation in this comprehensive guide.
32 minStrategy
Guide
From PoC to Production: Why Do AI Projects Fail to Go Live? (Transition Framework and Checklist)
Why is the PoC-to-production transition hard? The reasons AI pilots fail to go live, a production-readiness checklist, architecture layers, MLOps, and a step-by-step transition plan in this comprehensive guide.
33 minLLMOps
Comparison
Corporate AI Training: Scope, Duration, and How to Choose the Right Program
How to choose corporate AI training? Role-based curriculum, scope layers, duration, formats, provider criteria, an RFP checklist, and impact measurement.
32 minSkills
Deep Dive
Scaling Vector Databases: 10M-50M Vectors, KVKK and BDDK
Scale, latency/recall tradeoff, hybrid search and hosting. Why to measure on your own data, not synthetic benchmarks, with KVKK/BDDK context.
14 minRAG
Deep Dive
Reinforcement Fine-Tuning (RFT) in 2026: From Imitation to Verifiable Rewards
RFT, LoRA and QLoRA — when to fine-tune vs use RAG. The form-vs-facts rule and KVKK-compliant training data.
15 minLLMs
Deep Dive
From Prompt Engineering to Context Engineering: Enterprise Prompt Frameworks That Scale
Enterprise prompt libraries with RTCF, CO-STAR and few-shot. Treating context as infrastructure, not a prompt file.
14 minPrompt
Deep Dive
Enterprise AI Agent Strategy: Managing a Digital Workforce, Not Just Deploying Tools
As Agentforce, Copilot Studio and Gemini Enterprise scale, an agent operating model, orchestration and governance framework for CTOs/CDOs.
16 minAgents
Comparison
The July 2026 Frontier Model Landscape: Which Model for Which Job
Claude Sonnet 5, Gemini 3.5 Flash, GPT-5.6 and open-weight models. A use-case model-selection framework with a cost/latency table.
16 minLLMs
Deep Dive
EU AI Act GPAI Enforcement: What Changes for Turkish Companies on 2 August 2026
On 2 August 2026 the Commission starts enforcing GPAI provider duties with fines. A concrete compliance roadmap for downstream Turkish companies.
15 minGovernance
Deep Dive
Agentic AI and Personalization in E-Commerce: From Recommenders to Shopping Agents
Shopping agents, hyper-personalization and conversational commerce. KVKK-compliant profiling and an adoption roadmap for Turkish e-commerce teams.
14 minAgents
Roundup
Beyond RAG: Context Engineering and the Compilation-Stage Knowledge Layer
From flat vector RAG to agentic RAG and context engineering. In 2026 winning teams invest in the knowledge source, not the model.
14 minRAG
Deep Dive
AI FinOps: Controlling LLM Token Costs in Production Without Sacrificing Quality
How token optimization, model routing and semantic caching cut cost. In LLMOps, cost is now a first-class metric.
15 minLLMOps
Deep Dive
Why Agentic AI Pilots Stall: Crossing the Production Gap in 2026
Only 11-14% of pilots reach production. A concrete playbook to close the infra, compliance and operations gaps and ship agentic AI.
15 minAgents
Deep Dive
AI Consulting Prices 2026: Pricing Models and Budget Ranges
How are AI consulting prices set? Pricing models (hourly, project-based, retainer, value-based), the factors that drive price, illustrative budget logic, hidden costs, and consultant selection criteria in this comprehensive guide.
32 minStrategy
Guide
A 12-Month Enterprise AI Roadmap Template (Step by Step, Adaptable)
An AI roadmap template: a 12-month, quarter-by-quarter enterprise implementation plan. Q1 discovery, Q2 pilot, Q3 scaling, Q4 institutionalization — with activities, outputs, roles, KPIs, budget, milestones, and checklists.
32 minStrategy
Guide
Why AI Investments Fail: Root Causes and a Prevention Checklist
Why do AI investments fail? Wrong problem selection, data quality, the POC-to-production gap, change management, ROI uncertainty, governance, and a full prevention checklist in this comprehensive guide.
32 minGovernance
Deep Dive
Digital Transformation with AI in 2026: Priorities for Türkiye
What does digital transformation with AI mean for Türkiye in 2026? Ecosystem, KVKK/EU AI Act ground, sectoral priorities, a five-layer transformation model, a priority matrix, and a roadmap.
32 minStrategy