Hazal Şimşek
Hazal is an industry analyst at AIMultiple.
Research interests
Hazal focuses on
- process intelligence including process mining
- enterprise automation including IT automation and low-code no-code (LCNC) automation
Professional interests
She has experience as a quantitative market researcher and data analyst in the fintech industry.Education
Hazal received her master's degree from the University of Carlos III of Madrid and her bachelor's degree from Bilkent University.
Latest Articles from Hazal
Intelligence Density of 71 LLMs: Smarter and Denser Models
We tracked 71 LLMs released between February 2023 and May 2026 and collected 10 public benchmarks to measure intelligence density. We divided the capability score by the resource the model consumes (active parameters, training compute, and inference price). LLM intelligence density overview To calculate intelligence density, we executed the following steps: Resource efficiency: We divided…
Compare 15+ Script Schedulers
Script scheduling tools market is divided into two main categories: Task-specific script schedulers: Free, open-source tools for basic job scheduling. These script schedulers are ideal for organizations focusing on script and job scheduling without extensive workflow automation. Enterprise job schedulers: Orchestrate workloads across different systems and hybrid cloud environments for large enterprises. Enterprise job schedulers…
Compare 20+ Cloud Orchestrators
Picking the correct cloud orchestration tool is a challenge since there are more than 20 cloud orchestrators and various tool types. Follow the links below to screen these orchestrators’ features, benefits and case studies: Service orchestration and automation: Stonebranch & RunMyJobs Container orchestration: Kubernetes DevOps automation: Chef & Microsoft Azure Data Factory Infrastructure provision &…
JDE Orchestrator: 6 Features, Pros, Cons, & Alternatives
JDE Orchestrator is a light job scheduler, an integration/REST engine, and a no-code process-automation tool. JDE Orchestrator users criticize the tool for its limited functionality customization, poor data management capabilities, and lengthy upgrade times. Explore JD Edwards EnterpriseOne Orchestrator Studio, its pros and cons, features, real-life applications, and top JDE orchestrator alternatives: The tools are…
Compare 15 Smart Grid Solutions
According to the US Energy Information Administration statistics, ~75% of U.S. households have installed smart meters, which serve as the foundation for smart grids.8 Smart grid solutions can improve system reliability, monitor energy production, and manage energy storage. Discover the top 11 smart grid solutions and learn the different types of smart grid technologies. Top…
GeoSurf Proxy Review: Capabilities & Current Competitors
GeoSurf has permanently ceased operations as of December 20, 2023, following a legal defeat against Bright Data in patent litigation. Subsequently, GeoSurf announced its shutdown and is directing its customers to Bright Data, exiting the proxy business by December 22, 2023. Because GeoSurf is no longer operating, readers should not use this page as a…
AI Compliance in 2026: Top 6 challenges & Real-life failures
The rise in artificial intelligence (AI) usage is prompting new laws and ethical standards. South Korea recently became the first nation to fully enforce a comprehensive, standalone AI law.11 Because of these rapid shifts, 77% of companies view AI compliance as a top priority.12 Our team has dedicated our recent efforts to simplifying this complexity…
Top 25+ Privacy Management Software with Features & Price
Privacy management software can help collect consent, fulfill data subject access requests, map where personal data lives, and monitor third-party vendors, ensuring regulatory compliance with data privacy laws. Explore top privacy management tools, their pricing and features: ToolCategoryFree trialEnd-to-end managementPackages KetchPrivacy management platform✅✅Free Starter: $150/mo Plus: $499/mo Pro: Custom BigIDPrivacy management platform❌✅Not publicly listed CollibraPrivacy…
LLM Automation: Top 7 Tools & 8 Case Studies
LLM automation refers to shift to intelligent automation tools that leverage LLMs, including AI agents, fine-tuned LLMs and RAG models to automate and coordinate tasks. Explore our comprehensive coverage for what LLM automation is, its top real-life applications and major tools. What is LLM automation? Large language models in automation is a systematic approach that…
Top 10+ Agentic Orchestration Frameworks & Tools
We benchmarked four major agentic frameworks using an identical five-agent travel-planning workflow and consistent LLM settings. Each framework was executed 100 times, and we measured pipeline latency, token usage, agent-to-agent transitions, and the agent-to-tool execution gap to isolate true orchestration overhead. Agentic orchestration benchmark All frameworks successfully completed the task across 100 run each. However,…
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