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MEDIA & INSIGHTS

News, research and perspective from a data company.

Where we've been covered, what we're publishing, and how to stay ahead of the data-centric AI conversation.

RLHF & Alignment
Research & practitioner notes
Industry Deep Dives
Sector-specific case studies
Product Updates
What's new on the platform
Company News
Milestones & announcements
As featured in
YourStory
INDIAai
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Recent coverage

INDIAai · 2024
How high-quality data annotation shapes the AI world
Indika leadership on the data-quality bottleneck limiting enterprise AI adoption.
YourStory · 2023
Inside the workforce powering India's AI training-data boom
A look at how Indika built a 60,000-strong annotation and expert network.
GPAI Summit Coverage · 2024
New Delhi Declaration: industry voices on responsible AI
Indika AI among the voices backing safe, secure and trustworthy AI standards.
LAB32 Cohort
Selected by T-Hub & Hexagon AB from 230+ applicants for India's longest-running market-readiness program.
GPAI New Delhi Summit
Participated in discussions around the GPAI New Delhi Declaration on safe, secure AI.
ISO & SOC 2
Independently certified and audited security and quality controls since our earliest enterprise programs.
RESEARCH & WHITEPAPERS

Original research on where data quality is heading.

AllRLHFIndustryComplianceProduct
WHITEPAPER · 24 PAGES
The State of Human Feedback Data, 2026
Survey of 40+ AI teams on how RLHF and evaluation budgets are shifting toward domain-specialist review.
By Indika R&D Team · RLHF Research Group
Read report →
RESEARCH BRIEF · 12 PAGES
Why Domain Experts Outperform Generalists on High-Stakes Data
Comparative accuracy data across healthcare, legal and financial annotation tasks.
By Dr. Meera Iyer · Clinical AI Lead
Read report →
WHITEPAPER · 18 PAGES
Building a Compliant Data Pipeline for Regulated Industries
A practical framework for ISO, SOC 2 and GDPR-aligned annotation programs.
By Indika Trust & Security Team · Compliance Group
Read report →
RESEARCH BRIEF · 14 PAGES
Benchmarking Red-Teaming Programs Across 20 Frontier Labs
What separates adversarial evaluation programs that find real vulnerabilities from ones that don't.
By Priya Deshmukh · Head of AI Safety
Read report →
INDUSTRY REPORT · 16 PAGES
Healthcare AI Data Readiness Report, 2026
Where hospital systems and telehealth platforms stand on clinical data quality.
By Dr. Meera Iyer · Clinical AI Lead
Read report →
WHITEPAPER · 20 PAGES
GDPR and Cross-Border Annotation: A Practical Guide
Data residency, workforce access and audit trail requirements for EU-facing programs.
By Indika Trust & Security Team · Compliance Group
Read report →
Show more ↓
FROM THE BLOG

Practitioner notes on data, RLHF and the AI-infrastructure market.

AllRLHFIndustryProductCompany
RLHF
Jul 2026 · 6 min read
Why generic labeling is no longer enough for frontier labs
What changed in the last 18 months — and why expert-in-the-loop is the new baseline.
AR
Dr. Ananya Rao
Head of RLHF Research
Industry
Jun 2026 · 5 min read
Data quality in clinical NLP: what enterprises get wrong
Lessons from healthcare annotation programs across 12 hospital systems.
MI
Dr. Meera Iyer
Clinical AI Lead
Product
May 2026 · 4 min read
Inside our new preference-ranking workspace
A look at the tooling behind our RLHF review pipeline.
RK
Rohan Kapoor
Head of Product Engineering
Industry
Apr 2026 · 7 min read
Sensor fusion at scale: annotating for autonomy
How multi-camera and LiDAR programs stay in sync across vendors.
VN
Vikram Nair
Autonomy Program Lead
RLHF
Mar 2026 · 5 min read
Red-teaming frontier models: a practitioner's guide
What a rigorous adversarial evaluation program actually looks like.
PD
Priya Deshmukh
Head of AI Safety
Company
Feb 2026 · 3 min read
Five years, sixty-thousand experts, one mission
Reflecting on how Indika evolved from annotation vendor to AI platform.
LT
Indika Leadership Team
Company
Show more ↓
NEWSLETTER

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