1 Trillion Tokens and the Death of the Chatbot
Blog post from Portkey
In a discussion with Siddharth Ahluwalia on the Neon Show, it was revealed that traditional SaaS companies are evolving into sophisticated databases as the industry shifts towards autonomous AI-driven systems. Portkey is now processing 1 trillion tokens of production data daily, revealing significant trends such as the end of simple chatbots and the rise of AI harnesses that execute complex tasks. AI operational spending is predicted to surpass traditional cloud spending, with AI Ops becoming the new standard, as evidenced by a clothing company's AI system reducing its support team from 16 to 3. The preference for expensive, high-reliability AI models over cheaper alternatives signifies a shift in enterprise priorities, with premium systems offering substantial productivity gains. Additionally, AI Gateways are emerging as vital for managing observability, security, and vendor neutrality, allowing enterprises to switch seamlessly between AI providers. These developments suggest that AI's role in executing workloads will redefine the landscape, with traditional SaaS models losing ground to more advanced AI-driven systems.
| Trend | Post Mentions | Total Month Mentions | Posts | Companies | MoM |
|---|---|---|---|---|---|
| LLM | 3 | 6,078 | 960 | 218 | +18% |
| AI Agents | 2 | 4,545 | 963 | 231 | +27% |
| Observability | 2 | 3,204 | 716 | 172 | +14% |
| Real-time | 1 | 6,457 | 1,307 | 242 | +28% |
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