Sohaib Aldayem

Case study · Process design · Internal tooling · Documentation

Review Tracker

Construction-phase equipment reviews used to live in inboxes: untracked, unowned, unfindable. I built the tool that gave them a home — 2,344 reviews finalized, zero email threads — and the reporting center that proved the process worked.

Work
Equipment Spec-Review Tracker
Role
Process designer & builder (AI-assisted development)
Stack
Streamlit + SQLite · Excel export · internal deployment
Features
3-step review wizard · sign-off locking · reporting center · bulk upload
Scale
2,344 reviews finalized

During an equipment build-out, every spec deviation needs a reviewer, a decision, and a record. Email produced all three — but never in the same place, and never findable during an audit. The fix wasn’t heroic engineering; it was process design: a wizard that makes the right workflow the easy one, a lock that makes sign-offs mean something, and a reporting page that answers the manager questions before they’re asked.

Like Eyesight, it was AI-assisted development: I designed the schema, states, and rules; AI accelerated the code; I owned every behavior it shipped with. The recreation below mirrors the production layout — sidebar, KPI row, both tables, the works — with invented names and renumbered equipment.


04.1The tracker

spec-review tracker · recreation · fictional names
Tracker

Review Tracker

Total Open
7
Not Started
7
Under Review
0
Signed Off
2,344
▸ 🔍 Filter reviews

Active Reviews

IDReview typeMaster codeTool IDReviewerStatusIssue dateSign-offDays in reviewWWJiraEquip sections
ALPHA52_Mech_90Mechanical 90%ALPHA52TOOL-A12C. Veganot started2026-07-3122026-WW313
CHARL02_Mech_90Mechanical 90%CHARL02TOOL-C04M. Chennot started2026-07-3122026-WW310
SIERRA03_Mech_90Mechanical 90%SIERRA03TOOL-S09A. Riveranot started2026-07-3122026-WW310
PAPA05_Elec_60Electrical 60%PAPA05TOOL-P02S. Aldayemnot started2026-07-3122026-WW310
DELTA23_Mech_90Mechanical 90%DELTA23TOOL-D07D. Okafornot started2026-07-3122026-WW310
CHARL42_Elec_90Electrical 90%CHARL42TOOL-C11A. Riveranot started2026-08-0112026-WW310
CHARL02_Elec_90Electrical 90%CHARL02TOOL-C04D. Okafornot started2026-08-0112026-WW310
QUEBEC03_Mech_90Mechanical 90%QUEBEC03TOOL-Q01D. Okaforlocked ✓2026-08-012026-08-0102026-WW312

📦 Non-Masterfile Reviews

IDReview typeMaster codeTool IDReviewerStatusIssue dateSign-offDays in reviewWWJiraEquip sections
PAPA08_Elec_90Electrical 90%TOOL-P08S. Aldayemnot started2026-08-0112026-WW310

Wizard: ① Intake — scope & documents → ② Technical review — findings & disposition → ③ Sign-off — locks the record. Locked reviews are read-only forever; corrections are new linked reviews, never edits.

Recreation · fictional dataLayout mirrors the production tracker — sidebar, KPI row, active and non-masterfile tables, quick-view panel. Reviewer names invented; master codes and tool IDs renumbered; the locking rule is the real one.

04.2The reporting center

The report page existed for one reason: to end “how are the reviews going?” meetings. A command-center row, velocity charts global and filtered, and the load by equipment area — enough for anyone to self-serve the answer.

reporting center · recreation · synthetic data
App

▦ Reporting Center

🚀 Project Command Center

Total Finalized
2,344
PCS Equipment
1,018
Non-PCS Equipment
1,326

📈 Project Velocity

04080120160WW00WW04WW08WW12WW16WW20WW24WW28GLOBAL VELOCITY (ALL) — reviews finalized per reported work week · synthetic
020406080WW00WW04WW08WW12WW16WW20WW24WW28PCS VELOCITY ONLY — synthetic

📦 PCS Reviews by Unit Area

050100150200250214Gas & chem180Vacuum96Thermal78Fluid232Electrical70Mechanical34Cleanroom92Metrology118Coating26Litho38Inspection42OtherPCS REVIEWS BY UNIT AREA — synthetic split of 1,018 equipment reviews

Summary Counts

unit areapcs count
Electrical232
Gas & chemical214
Vacuum & exhaust180
Coating118
Recreation · synthetic dataCommand-center cards, twin velocity charts, and the unit-area split mirror the production reporting center; counts are re-rolled.

04.3From the user guide

The tool shipped with a 4-chapter guide — Starting a review, Completing a technical review, Sign-off and locking, Reports and exports — written for the busiest reader in the building. A representative passage, rewritten generically:

“Step 3 locks the review. Locking is not bureaucracy — it is the entire point. A locked review is the version of events everyone agreed to while they still remembered the events. If something changes later, open a new review and link it; never wish for an edit button.”

Documentation that people actually read is a support skill: five years of explaining hardware failures to non-engineers at the Genius Bar turns out to be excellent training for writing chapter two of an internal manual.