I built SoberAI because I kept seeing the same problem: AI crawlers (GPTBot, ClaudeBot, PerplexityBot) don't execute JavaScript. Your React SPA is literally a blank page to them. There was no tool to audit for this — so I made one.
SoberAI is an Electron app that scores your site 0-100 across four categories: SSR readiness, Schema.org coverage, semantic HTML structure, and content extractability. It renders your page twice with Playwright (JS on vs off) and diffs the content. LLM-powered recommendations are optional (Ollama local or OpenAI).
One command: npm install && npm run electron:dev
No accounts. No telemetry. MIT licensed. ~3K lines of JS.
Docs: https://nitishagar.github.io/sober-ai
Would love feedback on the scoring methodology and what auditors to add next.
I wrote about "Agentic Debt" and the new OWASP LLM07:2025 classification. The industry is finally converging on a standard: Prompts are not secrets or config.
Building in AI? Decide if you're shipping the "picks & shovels" (MCP server platform) or the "gold" (AI Agent) – your strategy depends on it! #AI #ProductStrategy #MCP #AIAgents #TechInnovation
In this recent article, I explore the contrasting approaches of core AI technology providers, from the broad capabilities of foundation models to the precision of vertical AI solutions.
My latest article explores the potential of TPUs, NPUs & more, and whether you should be looking beyond the cloud. #AI #Hardware #Innovation #Tech #ArtificialIntelligence
I just published story on how AI content boom demands ethical approaches – have a read! https://link.medium.com/nCMmoZj08Pb
#AI #EthicsInAI #TechEthics #GenerativeAI #AIContent
My take on building killer customer support AI: ditch the complexity, embrace smart simplicity! Sharing my insights after diving into the latest strategies for #LLMs and #ConversationalAI in #CustomerSupport.
This piece explores the impact of artificial intelligence on API governance and examines potential AI applications for enhancing the developer experience.
The future of AI isn’t about building bigger models; it’s about improving the quality of data. In the article below, I highlight key areas to explore beyond just model size.
Gen AI is a powerful tool that can help businesses provide better customer service at scale. By automating tasks, providing real-time support, and personalizing interactions, Gen AI can help businesses improve efficiency, increase productivity, and improve customer satisfaction.
While other industry players have certainly seen significant advancements, AI stands out as being on an accelerating trajectory fueled by a potent combination of big data, computing power, and algorithmic breakthroughs.
Prioritize accessibility, leveraging the power of AI, helps us pave the way for a more inclusive digital future, where every user can experience the full potential of mobile apps, regardless of their abilities.
TL;DR: To unlock the true potential of LLMs for business success, augment them with domain-specific knowledge using techniques like few-shot prompting, fine-tuning, bootstrapping, reinforcement learning, and knowledge graph integration. Combine LLM reasoning with structured data to drive innovation and gain a competitive edge.
Traditional AI models excel at classification and prediction tasks, but Generative AI (Gen AI) takes a leap forward by enabling machines to generate entirely new content, such as text, images, or even code.
API ecosystems are not just technological necessities but strategic assets that can significantly enhance a business’s operational efficiency and innovation capacity. Go into bit of detail on why that is and some industry examples.
The freemium model involves offering significant value upfront at no charge, reducing entry barriers and encouraging users to sample your service. This post examines the factors contributing to its success for businesses.
Hmm - True. This is also linked to amount of investment into content which has led to a large batches of TV shows, movies being released but homogenised because of the platform it serves.
Netflix is trying out different strategy with shows like GoodPlace to release content in a more timed manner maybe to increase longevity.