Give the records a clear path
My lead-research workflow connects research, AI-assisted extraction, JavaScript data handling and Google Sheets. The project record includes demonstrations of a lead-review sheet and business-mail activity.
The useful goal is a consistent record structure and a clear next action. I am not treating every collected contact as automatically accurate or appropriate for outreach.
Use AI where the output can be checked
Gemini assists with extracting and organising text. JavaScript handles the expected record structure before data is passed into the sheet.
A review step keeps the information visible. Missing fields, repeated records and questionable information still need handling; AI output should not be treated as a guarantee.
Separate preparation from sending
Organising a prospect record and sending an email are different actions. A clear workflow should show which condition leads to each action and what happens when a step fails.
The business-mail demonstration supports the case study, but it does not establish a public SaaS release or measured speed and conversion results. Private prospect data is not included in these portfolio concepts.
The next iteration
The next work focuses on record quality, duplicate handling, sending conditions and failures. Those details matter more than a decorative animation around the workflow.
This is a demonstrated project workflow. Its portfolio preview uses sample data and does not expose a real prospect list.
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