Emre Aydolun Pak
I’m Emre Aydolun Pak, a lead-level AI quality and search evaluation specialist with 5+ years of experience improving how LLM-based personalization and tool-use workflows behave in real user contexts.
About
I’m Emre Aydolun Pak, a lead-level AI quality and search evaluation specialist with 5+ years of experience improving how LLM-based personalization and tool-use workflows behave in real user contexts. I focus on turning complex model and search issues into clear evaluation criteria, then calibrating reviewer workflows so quality results are consistent and actionable.
In my recent roles, I’ve led evaluation pods for Gemini personalization and tool-call behavior across Google ecosystem experiences, with special attention to grounding, source selection, Turkish localization quality, and hallucination risk. I also lead search quality and SEO algorithm evaluation operations for Yandex, translating evolving ranking logic into structured review standards while mentoring trainers and running side-by-side and A/B comparisons to measure relevance and user value.
- 5 years' experience
- Joined December 2025
Skills· 19
Languages
- TurkishFluent
- RussianAdvanced
- EnglishAdvanced
Industry experience
- Software & Internet
- Media & Entertainment
- Education
- Professional Services
- Other
- Retail
- Gaming
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Work experience· 7 roles
Managed a 4-person evaluation pod for Gemini early-access model builds during the June Personal Intelligence update. Owned task execution, reviewer alignment, onboarding, quality checks, and feedback cycles. Acted as the client-facing bridge for personalization behavior, data updates, tool-use workflows, source-selection issues, and model quality feedback. Created Google ecosystem tool-use evaluation examples across Gmail, YouTube, Google Photos, Search context, user preferences, and activity history signals. Evaluated personalization behavior, app-signal routing, context retrieval, grounding, hallucination risks, Turkish localization quality, and incorrect tool-use behavior; refined guidelines, reviewer instructions, rubrics, and localization criteria around user intent and personalization expectations.
Co-led Gemini-based voice-assistant-style workflows focused on tool-use orchestration, instruction following, localization, and reasoning consistency. Designed tool-call workflows, trainer guidelines, calibration sessions, and quality standards. Validated approximately 150 tool-call scenarios including tool selection, execution order, dependency handling, 5-6 step chains, and prompt-grounded completion. Reviewed broken tool-call chains, hallucinations, localization errors, reasoning inconsistencies, and instruction-following failures.
Led a mid-sized global trainer team supporting Yandex SEO algorithm evaluation, search quality analysis, and AI-assisted SEO update workflows. Reviewed trainer-submitted SEO analyses for alignment with Yandex algorithm requirements, search quality guidelines, ranking logic, and structured evaluation standards. Coordinated updates for evolving AI-assisted SEO workflows to keep trainer output consistent with changing ranking logic, keyword interpretation, and relevance criteria. Prepared trainer documentation and E-E-A-T review steps covering author credibility, expertise, trust signals, content ownership, and source reliability. Identified gaps in trainer submissions including weak SEO reasoning, incorrect ranking assumptions, poor keyword interpretation, and algorithm misalignment; improved data quality, documentation clarity, and ranking evaluation consistency.
Education
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