Insights & Research
The thinking behind fairer workplaces
Research, field findings, and practical guides on performance management, AI bias detection, OKRs, recognition, and DPDPA compliance — written for HR leaders building high-trust organisations in India and the GCC.
Many biases. One transparent score.
TARA listens to performance conversations and surfaces where bias may be creeping in — before a rating locks. Here's what it listens for across all 14 bias types, and how a single signal becomes a Weighted Bias Score you can audit.
Latest Insights
8 articlesThe 90-Day Recency Trap: How Cognitive Bias Quietly Rewrites a Year of Work Into a Quarter
Ask a manager to rate an employee's annual performance. Then ask them to list five specific achievements from Q1. In our internal research across 250+ reviews, fewer than 18% of managers could do it without prompting.
TARA in Practice: How Voice AI Transformed 250 Performance Conversations at a Rural Social Enterprise
When an organic cotton social enterprise in Andhra Pradesh deployed TARA for their field workforce, no one expected the findings. TARA flagged recency bias in 61% of sessions, affinity bias in 38%, and caught multilingual sentiment shifts that a human reviewer would have missed entirely.
OKR Cascades That Actually Work: A Field Guide for Distributed, Multilingual Teams
Most OKR implementations fail at the same point: the cascade. Goals set at leadership level reach individual contributors distorted, delayed, or not at all. For teams operating across multiple geographies and languages, the standard OKR playbook was not written with you in mind.
DPDPA 2023 for HR Teams: The Plain-Language Checklist Before Enforcement Begins
India's Digital Personal Data Protection Act 2023 is live. For HR leaders, this means performance data — review transcripts, OKR records, bias-signal reports — is now regulated personal data under Indian law. Here is exactly what you need to do.
Why a Handwritten Letter Retains Field Workers Longer Than a ₹10,000 Bonus — The Psychology Behind Non-Monetary Recognition
In a 2025 retention study across 85 field employees with 2+ year tenures, the recognition event cited most often was not a bonus. It was a handwritten letter from the CEO, read aloud at a monthly all-hands. The psychology is worth understanding.
The ₹18 Lakh Mistake: Calculating the True Cost of a Single Biased Performance Rating
One unfair performance rating triggers a cascade: suppressed pay growth, voluntary attrition, replacement hiring, lost institutional knowledge, and reduced team productivity. We modelled the full cost for an Indian mid-market company.
Why Indian HRTech Is Better Positioned for GCC Than Western SaaS — And What That Means for People Leaders in the Gulf
GCC companies deploying Western HR software inherit tools designed for homogeneous, English-speaking workforces. Indian HRTech, built for 22 languages, complex hierarchies, and field-first workforces, is architecturally closer to the GCC's actual reality.
Building a Voice AI for 22 Indian Languages: What We Learned Designing TARA for the Real Indian Workforce
A performance conversation in Bengaluru might switch between Kannada, Telugu, Hindi, and English within a single sentence. Building an AI agent that captures meaning — not just words — in this environment required rethinking every assumption about voice AI.
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Everything you read here, TARA does live in your review conversations.
AI-assisted performance conversations with real-time bias detection, multilingual support, and automatic OKR sync — designed for the Indian and GCC workforce.