Build AI Business Solutions with Workflow Automation | NappAI

graph TD %%{init: {'theme': 'mc','layout': 'elk'}}%% ChatOutput-1ki92[<div><img src="/_astro/messages-square.BaSDmT6g.svg" style="height: 20px !important;width: 20px !important"/></div>Chat Output] style ChatOutput-1ki92 stroke:#a170ff Prompt-1d7fs[<div><img src="/_astro/square-terminal.BMOXc-nZ.svg" style="height: 20px !important;width: 20px !important"/></div>Prompt] style Prompt-1d7fs stroke:#a170ff ChatInput-niave[<div><img src="/_astro/messages-square.BaSDmT6g.svg" style="height: 20px !important;width: 20px !important"/></div>Chat Input] style ChatInput-niave stroke:#a170ff CrewAIAgent-4hpce[<div><img src="/_astro/crewai.CIO1Tb4h.svg" style="height: 20px !important;width: 20px !important"/></div>Editor Agent] style CrewAIAgent-4hpce stroke:#a170ff CrewAIAgent-azzrz[<div><img src="/_astro/crewai.CIO1Tb4h.svg" style="height: 20px !important;width: 20px !important"/></div>Manager Agent] style CrewAIAgent-azzrz stroke:#a170ff CrewAIAgent-syb3i[<div><img src="/_astro/crewai.CIO1Tb4h.svg" style="height: 20px !important;width: 20px !important"/></div>Research Agent] style CrewAIAgent-syb3i stroke:#a170ff HierarchicalTask-na6d4[<div><img src="/_astro/crewai.CIO1Tb4h.svg" style="height: 20px !important;width: 20px !important"/></div>Hierarchical Task] style HierarchicalTask-na6d4 stroke:#a170ff HierarchicalCrew-zc0xb[<div><img src="/_astro/crewai.CIO1Tb4h.svg" style="height: 20px !important;width: 20px !important"/></div>Crew] style HierarchicalCrew-zc0xb stroke:#a170ff OpenAIModel-dkg5c[<div><img src="/_astro/openAI.BhmuxEs3.svg" style="height: 20px !important;width: 20px !important"/></div>LLM] style OpenAIModel-dkg5c stroke:#a170ff OllamaWebSearch-4f66r[<div><img src="/_astro/Ollama.D_3DT10O.svg" style="height: 20px !important;width: 20px !important"/></div>Ollama Web Search] style OllamaWebSearch-4f66r stroke:#a170ff OllamaTurboModel-wbjnr[<div><img src="/_astro/Ollama.D_3DT10O.svg" style="height: 20px !important;width: 20px !important"/></div>Ollama Cloud] style OllamaTurboModel-wbjnr stroke:#a170ff OllamaTurboModel-lz82z[<div><img src="/_astro/Ollama.D_3DT10O.svg" style="height: 20px !important;width: 20px !important"/></div>Ollama Cloud2] style OllamaTurboModel-lz82z stroke:#a170ff OllamaTurboModel-q40bu[<div><img src="/_astro/Ollama.D_3DT10O.svg" style="height: 20px !important;width: 20px !important"/></div>Ollama Cloud3] style OllamaTurboModel-q40bu stroke:#a170ff Prompt-1d7fs -.- HierarchicalTask-na6d4 linkStyle 0 stroke:#a170ff HierarchicalTask-na6d4 -.- HierarchicalCrew-zc0xb linkStyle 1 stroke:#a170ff CrewAIAgent-syb3i -.- HierarchicalCrew-zc0xb linkStyle 2 stroke:#a170ff CrewAIAgent-4hpce -.- HierarchicalCrew-zc0xb linkStyle 3 stroke:#a170ff OpenAIModel-dkg5c -.- HierarchicalCrew-zc0xb linkStyle 4 stroke:#a170ff CrewAIAgent-azzrz -.- HierarchicalCrew-zc0xb linkStyle 5 stroke:#a170ff HierarchicalCrew-zc0xb -.- ChatOutput-1ki92 linkStyle 6 stroke:#a170ff OllamaWebSearch-4f66r -.- CrewAIAgent-syb3i linkStyle 7 stroke:#a170ff OllamaTurboModel-wbjnr -.- CrewAIAgent-syb3i linkStyle 8 stroke:#a170ff OllamaTurboModel-lz82z -.- CrewAIAgent-4hpce linkStyle 9 stroke:#a170ff OllamaTurboModel-q40bu -.- CrewAIAgent-azzrz linkStyle 10 stroke:#a170ff ChatInput-niave -.- Prompt-1d7fs linkStyle 11 stroke:#a170ff

🧩 Overview

The workflow orchestrates a hierarchical team of AI agents to handle user queries, automatically delegating tasks, researching online, and validating results. By combining a manager, a researcher, and an editor agent, the system delivers a concise, trustworthy answer that balances quick responses with rigorous fact‑checking. The approach simplifies complex knowledge‑retrieval tasks while ensuring quality control throughout the process.

⚙️ Main Features

A hierarchical crew of agents is automatically assembled to address the user’s request.
A manager agent evaluates the question and determines the required level of assistance.
A researcher agent performs web searches to gather up‑to‑date information.
An editor agent reviews the gathered data for bias or misinformation.
The crew’s outputs are consolidated by a manager language model into a single, polished response.
The final answer is presented directly in the chat interface for immediate user consumption.

🔄 Workflow Steps

Component Name	Role in the Workflow	Key Inputs	Key Outputs
Chat Input	Captures the user’s question and initial context.	User message	Structured message payload
Prompt	Builds a prompt for task creation from the user message.	Structured message payload	Prompt message
Hierarchical Task	Translates the prompt into a task description for the crew.	Prompt message	Task description
Manager Agent	Decides task delegation and coordinates other agents.	Task description	Manager agent instance (with Ollama Turbo model)
Research Agent	Conducts web searches to gather relevant data.	Task description	Search results data
Editor Agent	Validates and corrects the researcher’s output.	Search results data	Reviewed content
OpenAI Model	Provides a high‑quality manager language model for the crew.	Manager agent instance	Manager language model
Hierarchical Crew	Orchestrates the manager, researcher, and editor agents, then compiles their outputs.	Manager agent, Research Agent, Editor Agent, Manager LLM	Final answer message
Chat Output	Displays the final, validated response to the user.	Final answer message	Rendered chat message

🧠 Notes

The system relies on the OpenAI GPT‑4.1 model as the manager’s language engine, ensuring robust reasoning.
Web‑search capability is delivered via the Ollama Cloud web‑search tool, enabling real‑time information retrieval.
Each agent operates with its own language model instance, providing specialized expertise and reducing cross‑talk.
The crew’s hierarchy guarantees that all responses are vetted by an editor, mitigating the risk of biased or incorrect information.
The workflow is fully automated; no manual intervention is required once the user submits a query.