Where the manual work enters
A lead form is only useful when the team can trust the data and act quickly. Manual review creates inconsistent qualification, repeat records, and missed follow-up windows.
Completed demonstration
A lead-intake system that cleans submissions, prevents duplicates, uses AI to score intent, and routes the next action without losing the audit trail.
Real estate operations
A lead form is only useful when the team can trust the data and act quickly. Manual review creates inconsistent qualification, repeat records, and missed follow-up windows.
The workflow accepts a Tally submission, normalizes the record, checks for duplicates, prepares a controlled Gemini prompt, parses the score, and routes the result by operational priority.
Each valid submission finishes as a logged lead with a consistent score and an appropriate Telegram alert; duplicate records take a separate logged path.
Signal path
Catch and acknowledge the Tally submission.
Normalize fields and isolate duplicate records.
Score the lead with Gemini and parse a stable response.
Route hot and warm alerts, then log the complete record.
Tools in the system
Demonstrated capabilities
This project is a portfolio demonstration. It is not presented as a client deployment and makes no claim about production use, revenue, time saved, or business performance.
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