v1 Prototype
All engineers
VB

Viral Biyawala

Vehicle and Telematics·Backend SWE·Not Applicable, IN

Manager: Srikar Ganti · viral.biyawala@gomotive.com

71
out of 100
Strong

Signal Profile · 7 categories

Category Scores

Category Breakdown

Signal · trend · coverage · weight
GitHub PRs & Reviews
Present·25%
399 PRs11%
AI Tool Usage
Present·25%
49$224/mo5%
Jira Engagement
Present·15%
2565 issues10%
Drive Doc Creation
Present·12%
22 drive pts7%
Meeting Engagement
Missing·10%
00 mtg refsFlat
Slack Collaboration
Present·8%
19192 msgs+3%
Confluence Contributions
Missing·5%
00 comments+15%
Glean Engagement
Present·0%
47 assists2%

Delivery Flow

3.1d
Cycle Time
2.1/wk
Deploy Freq
2.5d
PR → Production
11%
Change Fail Rate

Quality Outcomes

5%
Reopen Rate
4.5%
Defect Leakage
0.1/mo
Incident Rate
$224/mo
AI Spend
Model
v1.2-2026-05
Role
Backend SWE
Window
90 days
Score eligible
Yes