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
Top 18 Process KPIs to Monitor Process Performance
Process KPIs (key performance indicators) help assess process effectiveness, efficiency, cycle time and compliance in an organization. To show which of these metrics matter most in practice, we reviewed 52 process mining case studies and recorded the KPIs mentioned in the cases, noting whether the case reported an actual result or aimed at that KPI.…
ERP Pricing: 5 Vendors, 5 Models & 6 Factors
ERPs are popular for providing end-to-end solutions, with the ERP market projected to reach ~$59.34bn in 2026.3 However, ERP budget overruns may restrict implementation projects. Explore ERP pricing models, factors influencing costs, and the pricing structures of 5 vendors: *The data in the table is extracted from one of Accumatica’s partner organizations.4 **The costs can…
4 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…
Agentic Search: Benchmark 8 Search APIs for Agents
Agentic search plays a crucial role in bridging the gap between traditional search engines and AI search capabilities. Search APIs are the first layer of an agentic tool, where performance caps the quality of everything downstream. We benchmarked 8 search APIs across 100 real-world AI/LLM queries, evaluating 4,000 retrieved results with an LLM judge that…
Top 50 Process Mining Use Cases with 42 Case Studies
Recent reports project that process mining capabilities can boost process improvement efforts by 20%.15 Beyond theoretical benefits, examining real-life use cases and case studies bridges the gap between data potential and high-impact operational excellence, ensuring results-driven implementation across the organization. Explore the most common use cases within their respective categories: Check out top use cases…
7 Useful AI Transformation Strategies
Before choosing how to transform AI, leaders need to know where to start. We analyzed the Anthropic Economic Index (March 2026 release)24, mapping over 1 million real-world Claude interactions across 3,260 occupational tasks to the standard APQC Process Classification Framework (PCF).25 Check out high, mid, and granular-level processes by real-world AI exposure and human verification…
Compare Top 7 Winshuttle Competitors
Winshuttle is a leading platform for SAP data management and automation however, users complain its high cost and performance issues. See Winshuttle’s features, pros and cons drawn from user experience, and major Winshuttle competitors: Winshuttle is a software platform for master data management and process automation in enterprise environments. It provides no-code and low-code solutions…
Linux Job Scheduler: Review, Guide & Alternatives
Linux job scheduler and ‘cron,’ a time-based job scheduler, are common job scheduling tools. If you: * Linux Completely Fair Scheduler (CFS) ** Enterprise job schedulers include Stonebranch, ActiveBatch, RunMyJobs & JAMS Scheduler. A Linux job scheduler is a tool used in Linux systems for automating routine tasks and job scheduling without manual intervention. It…
Top 6 JAMS Scheduler Alternatives
Based on our analysis of 10+ WLA software, we chose the top JAMS Scheduler alternatives. Click the links to see JAMS Scheduler alternatives’ benefits and case studies: JAMS Scheduler is a workload orchestration tool that manages jobs and tasks across platforms and systems. However, when considering alternatives, it’s important to consider its drawbacks, such as…
Intelligence Density of 71 LLMs for Smarter & 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). To calculate intelligence density, we executed the following steps: See methodology for the scoring approach, and per-resource…
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