HR onboarding · AI-assisted workflow

One intake. Less repeat work.

From repeated paperwork to field matching, human verification and selected document generation.

Mil-Techs / ABC · Requirements, rules and iteration

My role, decisions and lessons — text or English voice

Key result

~30 min
Before
Reported time per employee
5–8 min
After
Reported time per employee
22–25 min
Saved
About 73%–83% less processing time

Source: original HR project record. Measurement period and sample size were not supplied.

Blank notebook and pen in soft daylight

The problem

Employees repeatedly entered the same information across onboarding forms. HR also spent time explaining form fields and safety information. The reported process took about 30 minutes per employee.

My role

My contribution

Defined product needs, requirements and business rules; configured the agent workflow; tested edge cases; documented issues and collected user feedback.

Team contribution

Customer Success partnered on configuration and iteration, and deployed the system. HR retains the final information check.

Approach & evidence

  1. Submit once

    Defined one pre-hire Google Form and mapped required fields and rules, reducing repeated information entry.

  2. Match the fields

    Configured the agent to read employee ID and SSN fields and match submitted information to the required forms. No employee records or identity documents are displayed in this portfolio.

  3. Keep HR in control

    HR reviews extracted details, chooses the required forms and makes final edits before generation. Employee signature fields are marked; company and HR signature fields stay blank.

  4. Generate and improve

    Generate and download the selected documents after review. Testing found unreliable checkbox recognition, including marital status. I shared examples and iterated with Customer Success.

What the results show

Reported processing-time improvement, not an independently repeated benchmark. Human review remains part of the workflow. My contribution and the Customer Success deployment role are reported separately.

Explore further

Explore the public project or contact me about the requirements and testing work.

Vivian

My AI portfolio · Text & voice

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