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
5 Agentic AI Design Patterns & Real-World Examples
Agentic AI design patterns enhance the autonomy of large language smodels (LLMs) like Llama, Claude, or GPT by leveraging tool-use, decision-making, and problem-solving. This brings a structured approach for creating and managing autonomous agents in several use cases. An agent is considered more intelligent if it consistently chooses actions that lead to outcomes more closely…
20+ AI Agent Builders: Microsoft, CrewAI, LangGraph and More
After reviewing the documentation and spending several hours testing these AI agent builders, we compiled a list of the best open-source frameworks and low-code/no-code platforms. To demonstrate AI agent builder use cases, we provided a tutorial on building a product-expert agent with CrewAI. Low-code/no-code platforms with prebuilt tools are best for enterprise workflow automation tasks…
Compare Top 12 Open Source Job Schedulers
Businesses leverage open source job schedulers and workload automation tools to automate IT tasks without paying licensing costs or getting locked in to a specific vendor. Explore top open-source job schedulers, from workflow orchestrators to embedded libraries, with their GitHub star history, license, environment, and production-grade capabilities: The following is a sortable list of the…
10+ Agentic AI Trends and Examples
We reviewed and compared Agentic AI trends from several major industry reports, benchmarks, and vendor disclosures. The sources point out that the future of agentic AI is about integrating AI deeply and transforming business approaches by restructuring current frameworks. Key takeaways: As organizations scale their AI and analytics initiatives, maintaining high data quality across pipelines…
Opcon Automation: Pros, cons, features & 4 alternatives
OpCon Automation is one of the potential workload automation software that business leaders and IT teams might choose. However, it is challenging to know if OpCon is the best fit for their company without making such a big investment. Follow the links below to see OpCon Automation alternatives’ features, benefits, and case studies: Scroll down…
Linux Job Scheduler: Review, Guide & Alternatives
Linux job scheduler and ‘cron’ refer to either the tools that decide when a task runs, such as cron, at and systemd timers, or the kernel’s CPU scheduler (EEVDF, previously CFS), which decides how running processes share the CPU. If you: * Linux Completely Fair Scheduler (CFS) ** Enterprise job schedulers include Stonebranch, ActiveBatch, RunMyJobs…
Cron Alternatives: Top Picks Compared
As a technology and information security professional, I have been using cron across system administration, data processing, and security monitoring for the past 20 years. For example, at AIMultiple, we use crontab to orchestrate ~20 cron jobs that run every minute and ~30 less frequent jobs. Based on these experiences, I compiled the most effective…
Top 20 Checkout Free Stores and Solution Providers
Long checkout lines may cost $37.7 billion as these queues demotivate people from shopping. One way to tackle this down is adopting checkout-free store systems where customers can shop and leave without a queue as high tech sensors and cameras can track their shopping and payment process. Explore the list of checkout free stores and…
RunMyJobs: Pros, Cons & 19 Features
RunMyJobs by Redwood is a full stack workload automation tool for orchestrating business processes. RunMyJobs is the single workload automation tool that is part of SAP Enterprise Cloud Services’ (ECS) catalogue, as a part of SAP RISE reference architecture (Table 1). RunMyJobs offers integrations to various ERP systems, such SAP and Oracle (Table 2). Discover…
Compare IBM Tivoli Workload Scheduler
IBM Tivoli Workload Scheduler (TWS) was renamed IBM Workload Scheduler, part of the broader IBM Workload Automation suite (WLA), shifting toward hybrid cloud and advanced automation features. Follow the links below to IBM Tivoli alternatives’ benefits and case studies: IBM Tivoli Workload Scheduler (TWS) is an enterprise job scheduling and workload automation solution for platforms…
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