AI ile İnsan Kaynakları (HR) Yönetimi: 2026 Rehberi

İK + AI = operasyonel hızlanma + bias riski. Recruitment + performance + employee experience. Anahtar: etik + regülasyon + insan dokunuş.

Use Case’ler

CV Tarama (ATS)

"AI ile CV screening:

Klasik ATS (rule-based):
- Keyword match
- 75% false negative
- Niteliksiz aday geçer
- Kaliteli kaybeder

AI ATS:
- Semantic understanding
- Skills extraction
- Experience match
- Soft skill inferred (LinkedIn data ile)
- Career progression

Tools:
- Greenhouse + AI
- Lever + Aprende AI
- Workable AI Sourcer
- Eightfold
- HireVue
- TR: Kariyer.net + AI

Risk:
- Bias (training data)
- Açıklanabilirlik (neden red)
- AB AI Act: AI tek başına karar yok
"

Mülakat Planlama

"Interview workflow:

AI yardım:
- Calendly + Otter
- Time zone auto
- Re-schedule handle
- Reminder otomatic
- Pre-interview brief (recruiter'a)
- Question kit per role

Pre-screen:
- Async video (HireVue style)
- AI transcribe
- Pattern detect (storytelling, technical)
- Hire manager için summary

⚠️ Video AI face analysis (mimic, mikro-expression):
- Bias riski yüksek
- Bazı yargı yasaklı
- NYC bias audit zorunlu
- Şeffaf disclosure ŞART
"

Onboarding

"AI onboarding:

İlk gün:
- IT setup (chatbot guide)
- HR forms (auto-fill)
- Buddy assignment
- Schedule check-in
- Tour interactive

İlk hafta:
- Daily learning module
- Q&A bot (company-specific)
- Documentation search
- Team intro suggestions

İlk 3 ay:
- Progress tracking
- Manager dashboard
- Skill gap analysis
- Mentor matching

Bot:
- Custom GPT (company knowledge)
- HR FAQ
- Policy lookup
- Benefits explain

Detay: [Custom GPT](/rehberler/custom-gpt-olusturma-rehberi)
"

Performance Management

"AI performance:

360 feedback:
- Survey auto
- Sentiment analysis
- Theme extraction
- Bias check
- Manager dashboard

Goal setting (OKR / SMART):
- AI ile draft refinement
- Cascading goals consistency check
- Cross-team alignment

Review:
- Self review prompt
- Manager review AI summary
- Calibration discussion

Continuous:
- 1-on-1 prep (AI agenda)
- Action items extraction
- Follow-up automation
"

Çalışan Anket / Pulse

"Engagement survey AI:

Quarterly pulse:
- 10-20 soru
- Open-ended yorum
- Anonymity (KVKK)

AI analyz:
- Sentiment per department
- Theme cluster (compensation, mgr, culture, growth)
- Manager-level insight (5+ team size)
- Action item priority
- Trend (quarterly compare)

Tools:
- Lattice
- Culture Amp
- Officevibe
- Quantum Workplace

Risk:
- Manager-specific identify (small team)
- KVKK leakage
- Action follow-through (survey fatigue)
"

Bordro / Payroll

"Payroll AI:

Automation:
- Time tracking (AI from logs)
- Overtime calculation
- Tax recalc (yıllık)
- Benefit deduction
- Travel expense (AI receipt OCR)

Türkiye:
- SGK entegrasyon
- Vergi (gelir, damga)
- AGİ (Asgari Geçim İndirimi)
- BES (Bireysel Emeklilik)
- Kıdem hesaplama

Tools:
- Logo Tiger HR
- Mikro HR
- Workday (enterprise)
- BambooHR
- TR: PayrollTR, BordroPlus

ROI:
- 50% time saving HR ops
- Error rate ↓
- Compliance ↑
"

Workforce Analytics

"People analytics AI:

Metric:
- Headcount + cost
- Turnover (voluntary vs involuntary)
- Time-to-hire
- Quality of hire
- Engagement
- Productivity per FTE
- Diversity (gender, age, generation)

Predictive:
- Attrition risk (60+ feature)
- High-flight risk
- Hi-po (high potential) identification
- Succession planning

Tools:
- Workday Analytics
- Visier
- Tableau + HR
- ChartHop
"

Learning & Development

"L&D AI:

Personalization:
- Career path AI
- Skill gap
- Course recommendation
- Microlearning suggestion

Content creation:
- LMS quiz generate
- Course outline
- Video script
- Knowledge check

Tools:
- Cornerstone OnDemand
- Docebo
- Coursera for Business
- TR: Patika.dev + corporate
- LinkedIn Learning
"

Detay: Programlama Öğrenme

Internal Communication

"AI ile iç iletişim:

Comm tool:
- Slack + AI summarize
- Email digest
- Meeting recap
- Announcement personalize

Knowledge base:
- Wiki search AI
- Q&A bot
- Doc auto-update

Employee help desk:
- 24/7 chatbot
- HR FAQ
- IT troubleshoot
- Benefit lookup

Containment: 60-70% (tier 1)
"

Compensation

"Comp + AI:

Pay equity audit:
- Cinsiyet pay gap
- Race / origin
- Department
- Tenure

Salary benchmark:
- Compa-ratio
- Market data (Mercer, Aon, Korn Ferry)
- Adjustment recommendation

Bonus calculation:
- Performance × component weight
- Cap + floor
- Approval workflow

Equity / RSU:
- Vesting schedule
- Performance hurdle
- Tax optimization
"

Detay: Maaş Müzakeresi

Wellness

"Çalışan wellness:

Mental health:
- Anonymous chatbot (kriz değil!)
- Resource matching
- EAP (Employee Assistance Program)
- Bağımlılık risk işaret
- Burnout detection

⚠️ AI:
- Tedavi değil
- Veri privacy critical
- Manager visibility yok (personal)
- Crisis → terapist

Türk EAP:
- Hiwell (corp plan)
- Terapi Online
- AVRA
"

Detay: AI Bağımlılığı

Türkiye İK + AI Ekosistem

"TR şirket AI maturity:

Lider:
- Türkcell, Garanti BBVA, Akbank, BSH
- Trendyol, Getir
- TAV, Anadolu Sigorta

Tools popüler:
- SAP SuccessFactors + AI
- Workday
- Logo HR
- Mikro
- BordroPlus
- Local: HRPath, Kuika HR

Trend:
- Pandemi sonrası remote pos
- Skill-based vs role-based
- DEI focus
- Continuous performance (yıllık review yok)
"

Etik Çerçeve

"AI HR ethics framework:

Şeffaflık:
- Aday: 'AI ile screening yapılıyor'
- Employee: pulse survey AI analysis
- Right to explanation (özellikle red)

Bias:
- Quarterly audit
- Disparate impact test (4/5 rule)
- Vendor audit
- External certification

İnsan yönetim:
- AI screen, insan karar
- Override always available
- Final decision = human signing

KVKK + AB:
- Açık rıza explicit
- DPIA (Data Protection Impact Assessment)
- Right to object (Article 22 GDPR)
- AB AI Act: HR high-risk class
"

Yaygın Hatalar

1. Bias unchecked: Lawsuit risk
2. Black box: Aday + employee güveni
3. Personnel data ChatGPT: KVKK ihlali
4. AI tek başına karar: AB AI Act
5. Survey fatigue: Quarterly çok
6. HR analytics paralizasyon: Aksiyon yok
7. Disclosure yok: Transparency yasal

Sonraki Adımlar

• Custom GPT
• Mülakat Hazırlık
• CV Hazırlama
• Maaş Müzakeresi
• AI Gizlilik

Özet

İK + AI = operasyon hızlanma + etik risk. Recruitment + onboarding + performance + payroll + wellness. Anahtar: bias audit + KVKK + insan oversight + AB AI Act. AI screen, insan karar.