AI Native Flow Case Study #13 – dify – Web Content Search and Summarization Workflow
🔑 AccessLevel
Free
🔗 Source
https://cloud.dify.ai/explore/apps
🛠️ Testing Environment
Dify Cloud
🧠 LLMs Used
chatgpt-4o-latest
🤖 ModelType
Text-Only;
✅ IsFunctional
Yes
🚀 Performance Rating
Needs Improvement
🌟 Expected Behaviour
Through this workflow, the user can start by entering a question, use Tavily Search to search, Jina Reader to crawl web content, and generate summaries, ultimately obtaining a structured table of results.
📝 Actual Behaviour
After thorough testing, the workflow demonstrates the ability to generate a structured result table based on input keywords. It successfully extracts the website URL and a summary of the content; however, it falls short in the following areas:
1. Missing Image Addresses: While the workflow provides website URLs and summaries, it does not retrieve corresponding image addresses, which could enhance the usability of the output for visual content needs.
2. Limitations in Recent News Retrieval: The workflow is unable to search for and summarize news from the latest 48 hours, which limits its relevance for time-sensitive use cases.
3. Duplication Bug: There is a notable bug where each piece of generated data appears duplicated in the final output, leading to inefficiencies and potential confusion.
📋 Recommendations
1. Enhance Image Address Retrieval: Implement functionality to extract image URLs alongside summaries to improve the completeness of the results.
2. Expand News Search Capabilities: Include a mechanism to access and process news articles published within the last 48 hours for real-time relevance.
3. Fix Duplication Bug: Address the issue causing duplicated entries to ensure cleaner and more reliable outputs.
📊 Evaluation
AI Native: (7/10) While the workflow demonstrates structured automation and integrates AI tools, issues like duplication, missing image data, and news retrieval limitations hinder full AI Native potential.
🔍 Workflow Breakdown
1️⃣ Ask a Question
– Start by entering a question related to the topic you want to explore. This question will guide the search and retrieval process.
2️⃣ Search with Tavily
– The system uses Tavily Search to find relevant web pages and articles that align with your question. It ensures the results are comprehensive and contextually relevant.
3️⃣ Crawl Web Content with Jina Reader
– The identified web pages are processed through Jina Reader, which crawls the content and extracts key information for analysis.
4️⃣ Summarize the Results
– Using GPT, the system generates concise summaries of the crawled content, focusing on the most critical points and themes.
5️⃣ Generate a Structured Table
– The summarized information is organized into a structured table, making it easy to review key findings, including website URLs, summaries, and other relevant data.
Statement: Evaluation results are generated by AI, lack of data support, reference learning only.
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