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OpenAI API in 2026: Features, Models & Use Cases

92% of Fortune 500 companies use ChatGPT products as of 2026, and ChatGPT Enterprise message volume has grown 8x year-over-year. That adoption story started with employees using ChatGPT for individual tasks. It has since moved to engineering teams building directly on the OpenAI API, embedding model capabilities into products, internal tools, and automated workflows at scale. According to Gartner, more

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Amazon Nova AI

Amazon Nova AI: What It Is, the Nova 2 Models, and How It Compares

Amazon spent years renting AI models from other companies to run its own products. At AWS re:Invent 2024 that changed, when Amazon launched Nova, its own family of foundation models. A year later, at re:Invent 2025, it shipped Nova 2 and a set of services for building agents. For teams already running on AWS, the shift is practical: a first-party

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Kanerika AI blog banner for Diffusion Model vs GAN vs VAE vs Flow Matching, showing glowing AI letters on a digital chip-style background.

Diffusion Model vs GAN vs VAE vs Flow Matching: A Production Deployment Guide

Most generative AI architecture guides read like a competition. Diffusion wins on quality. GANs are obsolete. Flow matching is the future. These rankings are easy to write and nearly useless for engineering decisions. GANs, VAEs, diffusion models, and flow matching were each built for a different job. The right choice depends on the constraints of the system being built. That

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