Backend & AI Engineer building scalable SaaS and AI-powered systems with Node.js, TypeScript, AWS, RAG, and LLM APIslinkedin.com/in/theaneesmal…Joined November 2024
BREAKING: Today, we witnessed the future of marketing.
Introducing Citation Outreach
A profitable company can add +$3M/month by ranking in ChatGPT and Claude. 12 months ago nobody believed AI search could drive this much revenue.
This is absolutely insane.
7/7 The future of business isn't about learning better prompting. It's about learning to delegate and manage autonomous systems.
Where does your organization's AI stack sit today? Stage 1, 2, or 3?
Let me know below! 👇
From Tool to Teammate
1/7 Most leaders are still treating AI like a chatbot focusing on writing the prompt for a static output.
But it is rapidly moving from Tools we use to Teammates we manage.
Here are the 3 Stages of the AI Evolution (and how to audit your stack): 👇
6/7 📊 Audit Your Tech Stack:
If your workflow requires a human to copy-paste data between three different chatbots to finish a single task, you are still at Stage 1
Ask yourself:
1. Does your AI use external tools?
2. Does it self-correct?
3. Do your agents talk to each other?
5/7 🧱 How they stack together:
To scale, you have to build hierarchically:
Generative AI is the core cognitive engine inside an AI Agent.
AI Agents are the individual building blocks of a larger Agentic AI system.
You don't replace; you assemble.
4/7 🌐 Stage 3: Autonomous Partner (Agentic AI)
Nature: Goal-driven orchestration
Superpower: A multi-agent ecosystem where specialized agents coordinate self-correct, and review each other’s work via feedback loops to complete objective
Strategic Role: Autonomous operations
3/7 🤖 Stage 2: The Task-Solver (AI Agent)
Nature: Semi-autonomous & action-oriented.
Superpower: Evaluates a task, decides which tools to use (APIs, scrapers, databases), and executes.
Strategic Role: Solves specific workflow bottlenecks (e.g., auto-fixing bugs).
2/7 🛠️ Stage 1: The Static Assistant (Generative AI)
Nature: Reactive & transactional (Input ➔ Output)
Limit: No memory of overarching goals. The process ends the moment the text/code is generated.
Strategic Role: Great for speed, like drafting an email or generating code.
Today we're introducing CrowdReply SuperAgent.
The first agentic AI that ranks your brand in AI answers, all straight from your chat.
Tell it what you want. It handles the diagnosis, the fixes and the ranking.
What if you could rank on AI answers just by talking to it?
Introducing the CrowdReply Agentic MCP.
The first MCP that analyzes and ranks your website in AI search.
Just talk to it. It finds where you're invisible, then goes in and does the work to fix it.
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