AccessLevel
Free

Source
https://www.coze.com/work_flow?space_id=7441489023396806711&workflow_id=7451549577956392965

Testing Environment
coze.com

LLMs Used
GPT-4o

ModelType
Text-Only;

IsFunctional
Yes

Performance Rating
Needs Improvement

 Expected Behaviour
Simply input a LinkedIn URL and specify your outreach goal, and this amazing workflow will craft a personalized, compelling email tailored to your needs. By intelligently reading and analyzing the recipient’s LinkedIn profile, it ensures your message is highly relevant and engaging. Whether you’re networking, seeking a collaboration, looking for a job, or pitching a product, this workflow ensures your message stands out!

Actual Behaviour
1. When trying to fetch LinkedIn profile data, I kept getting the error: “You are not subscribed to this API.” However, there’s no place in the workflow to configure the API.
2. Critical fields like name, company, and contact info weren’t auto-replaced correctly, so I had to tweak them manually.

Evaluation
AI Native: (6/10) The workflow automates email generation based on LinkedIn profiles, but issues with API access and inaccurate field replacement reduce its reliability and seamless AI-driven execution.

Workflow Breakdown
1⃣ Enter the profile URL and outreach target.
2⃣ Extract key data from the profile.
3⃣ Analyze and organize the info.
4⃣ Auto-generate a polished email for outreach.

Statement: Evaluation results are generated by AI, lack of data support, reference learning only.

That’s all for the case study. Join us at AI Native Foundation Membership Dashboard for the latest insights on AI Native, or follow our linkedin account at AI Native Foundation and our twitter account at AINativeF.

AccessLevel
Free

Source
https://www.coze.com/template/workflow/7424043643545255943?entity_type=23

Testing Environment
coze.com

LLMs Used
GPT-4o

ModelType
Text-Only;

IsFunctional
Yes

Performance Rating
Needs Improvement

 Expected Behaviour
This workflow is a state-of-the-art SEO article generator designed to elevate your content strategy. By inputting a single target keyword, it intelligently analyzes the search volume, competition intensity, and relevance of this keyword and suggests high-quality related keywords. It then combines this data with top-ranking results from Google Web Search to craft high-quality, keyword-rich articles that are both informative and optimized for search engines!

Actual Behaviour
The get_seo_data plug-in cannot be used properly, and the core functions of the whole process are lost.

Recommendations
Fix get_seo_data plug-in can work properly, otherwise the whole work function can not play the described effect.

Evaluation
AI Native: (6/10) The workflow leverages AI for automated SEO analysis and content generation, but the inability to use the get_seo_data plug-in hinders its core functions, reducing its efficiency as an AI Native solution.

Workflow Breakdown
1⃣ Enter the keyword in the Start node to retrieve SEO data.
2⃣ Use Google Web Search based on the keyword and SEO data, then GPT generates the SEO article.
3⃣ Based on the keyword and SEO data, GPT generates a keyword report including search volume, relevance, competition intensity, and more.
4⃣ Run the workflow to generate and display the SEO article and keyword report for “education.”

Statement: Evaluation results are generated by AI, lack of data support, reference learning only.

That’s all for the case study. Join us at AI Native Foundation Membership Dashboard for the latest insights on AI Native, or follow our linkedin account at AI Native Foundation and our twitter account at AINativeF.