OYO-parent PRISM recently unveiled a complex bonus share plan, offering one bonus CCPS for every 6,000 equity shares held, with those owning less than 6,000 shares being ineligible. Furthermore, those who opted in would get 1,109 equity shares for each CCPS, with others getting one equity share per CCPS. OYO rolled back the plan after being criticised over its complexity.

The risks that Shadowfax mentioned in its ₹2,000-crore IPO's DRHP include its expectation of future losses and negative cash flows. It noted that over 50% of its revenue is tied to its largest client, meaning its loss could impact its business. It noted that a disruption in delivery partners' availability or mishandling of goods by them could also pose risks.

Joining a startup accelerator requires clarity of vision, market validation, and scalable business models. Founders must present a compelling problem-solution fit, measurable traction, and a strong founding team. Selection involves rigorous applications, pitches, and alignment with mentor expertise. Accelerators favor startups ready for rapid growth and open to feedback-driven iteration.

Agentic AI combines autonomy, perception, and reasoning to execute complex workflows with minimal human input. Its evolution will reshape how organizations operate, with self-learning agents that make proactive decisions, coordinate across systems, and personalize user experiences. As models become context-aware mature, agentic AI will mark the shift from assistance to intelligent collaboration.

A unified data platform integrates data from marketing, sales, operations, and customer systems into one reliable source. It ensures real-time visibility, consistent reporting, and advanced analytics that help leaders act on accurate insights. By eliminating data silos and duplication, businesses can detect trends earlier, predict outcomes better, and optimise performance

Protecting public cloud data requires encryption, identity management, and continuous monitoring. Implementing zero-trust access, AI-based threat detection, and compliance frameworks mitigates risks. These strategies allow organisations to leverage cloud scalability and flexibility while maintaining security, privacy, and regulatory compliance across distributed infrastructures.

Retention design focuses on building systems that naturally encourage repeat engagement. By using behavioral data, personalized communication, and reward mechanisms, companies can increase customer lifetime value. Well-designed retention strategies integrate experience consistency, predictive insights, and emotional triggers to reduce churn and create long-term loyalty.

Marketplaces grow revenue through predictive analytics, personalized promotions, and optimized user experiences. Efficient inventory management, dynamic pricing, and seamless transaction systems increase conversions. Platforms that focus on both acquisition and retention while leveraging real-time insights can create sustainable ecosystems that balance profitability, seller success.

Successful venture building combines agile iteration, rapid prototyping, and data-driven validation. Teams prioritize structured experimentation, effective capital allocation, and strategic market entry. By balancing operational rigor with creative innovation, ventures can scale quickly, adapt to changing markets, and achieve sustainable growth while reducing risks in product development.

Venture building requires funding structures that evolve with startup growth. Equity partnerships, revenue-sharing, and hybrid financing models provide capital while maintaining flexibility. Selecting the right funding model balances control, scalability, and operational needs, allowing founders to focus on product-market fit, innovation and long-term business sustainability optimising efficiency.