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Geotab Vibe Coding Competition 2026

Fleet Cost
Optimizer

v2.0 — MyGeotab Add-In

One click. 30 seconds.
Tells your fleet manager exactly who to call, what to fix,
and by when — with dollar amounts attached.

Zero Infrastructure Single JSON File 30-Second Audit

Built by Sanjaya • February 2026

The Problem

100+ reports.
Zero action plans.

MyGeotab tells you what happened. A fleet manager still has to open 5–6 reports,
cross-reference manually, figure out what matters, decide who handles it,
and somehow track if anything got done.

THE GAP COSTS

$0

per month · 50-vehicle demo fleet

How It Works

One click.
Prescriptive 90-day plan.

📡
5 API Calls
Trips · Faults · Exceptions
Devices · Diagnostics
→
🧠
3-Way Classify
Mechanical · Device
· Driver Behavior
→
💰
Price Every Finding
Dollar amounts
per vehicle per month
→
📋
Assign & Track
Who · What · When
How to measure

No server · No API keys · No build step · Paste one JSON config

Demo Fleet Results

50 vehicles. 23 days.

$12,443/month found.

🚫 Ghost Vehicles
$10,400
13 of 50 below 40% utilization — sitting in lots burning $800/mo lease each
Demo-10 22% · Demo-09 26% · Demo-42 26% · Demo-50 26% · +9 more
🔥 Idle Burn
$243
Top 10 idlers — Demo-31 leads at 8.0 hrs. Peak: 21:00–00:00 (73% of idle)
Demo-31 8.0h · Demo-15 7.9h · Demo-32 6.5h · Demo-33 6.2h · Demo-18 5.9h
⚡ High-Risk Driving
$1,000
5 vehicles exceed 2× fleet safety avg. 4 device noise issues — NOT engine faults
Demo-39 6.2× · Demo-40 5.5× · Demo-41 4.9× · Demo-32 2.3× · Demo-19 2.3×
🔧 Breakdown Risk
$800
1 vehicle with recurring fault codes. $400 inspection avoids $1,200–$3,500 roadside
Demo-19 · Low Priority Warning Light ×4 · Single recurring code
Key Breakthrough

3-Way Fault Classifier

Cross-validation found 3 vehicles misclassified as mechanical failures —
actually accelerometer mounting issues. Wrong classification sends a mechanic for a firmware problem.

🔧
Mechanical
Real engine DTCs from FaultData API. Recurring codes = component failure.
→ SEND TO MECHANIC
Demo-32: Low Priority Warning Light ×2
Demo-19: Low Priority Warning Light ×4
📱
Device Noise
Accelerometer triggers from loose Geotab GO device. Looks like faults — isn't.
→ SEND TO IT / GEOTAB
Demo-39: 15 Engine Fault Exceptions
Demo-40, 41, 42: all accelerometer
👤
Driver Behavior
Speeding, hard braking, cornering from ExceptionEvent rules.
→ COACHING SESSION
Speeding · Harsh Cornering
Hard Acceleration events
Evidence-Backed

Every finding has proof.

Not just "Demo-31 idles too much" — the tool shows when, how long, and the pattern.

🔥 Demo-31 — Top Idler
8.0 hrs idle · ~$34/mo
Peak 21:00–00:00 (73%)
190 trips analyzed
🌙 Evening pattern — engine-off policy needed
Feb 18: 45m (96% of trip)
Feb 13: 30m (68% of trip)
📱 Demo-39 — Device Noise
19 events · 6.2× fleet avg
DEVICE ISSUE
Engine Fault Exception: 15
Hard Acceleration: 1 · Cornering: 1
Feb 22 05:12 — 27m
Feb 21 05:06 — 38m
Feb 21 02:56 — 2h 2m
🔧 Demo-19 — Mechanical
4 recurring faults
NEEDS MECHANIC
Low Priority Warning Light ×4
Single recurring code
Engine Light On: 3
Engine Fault Exception: 3
$400 inspect → avoid $3,500
Prescriptive Output

90-Day Roadmap

Days 1–30
Quick Wins
⚠️ Urgent: Demo-32, Demo-19 diagnostics
📱 Device check: Demo-39, 40, 41, 42
📋 Anti-idle policy (3 min max)
🔌 Block heater quotes: top 3 idlers
📊 Weekly MyGeotab reports set up
$12,443 → $11,570
Days 31–60
Measure & Adjust
🔄 Re-run audit — compare side-by-side
📈 Driver scorecards (before/after)
🔌 Block heaters installed
👻 Ghost review: Keep / Share / Remove
💰 Actual $ saved vs baseline
$6,221 (50% ↓)
Days 61–90
Systematize
🔄 Third audit — 3 data points for trend
🌱 Spring baseline (seasonal comparison)
📋 Fleet right-sizing decisions
📋 SOPs in operations manual
📊 ESG report ready for filings
$4,355 (65% ↓)

Annual savings at 90d: $97,055 + 9.9t CO₂ reduction

🌱 Sustainability & ESG

Carbon impact quantified.

⛽
8,114 L
Annual idle fuel burned
→ 2,840 L at 65% target
🌍
21.7 t
Annual CO₂ from idle
→ 7.6 t at 65% target
🌳
642
Trees equivalent saved
at 65% idle reduction
Clean Fuel Regs
SOR/2022-140 — suppliers pass $0.04–0.06/L. Less fuel = direct savings.
ISSB S2 Disclosure
CSA adopting mandatory climate reporting. Scope 1 fleet emissions data ready.
Gov Contracts
Federal & municipal RFPs require ESG metrics. Fleet data = procurement advantage.
Fleet Intelligence

Seasonal awareness. Data maturity.

📊 Fleet Utilization Distribution
0–25%
1 vehicle
25–50%
15 vehicles
50–75%
21 vehicles
75–100%
13 vehicles
50 units · 23 days · 6,029 trips
📈 Monthly Idle Trend
4h
Jan 26
142h
Feb 26
❄️ Winter · ☀️ Summer — Re-run quarterly for seasonal baseline.
Schedule next audit: May 23, 2026
⚠️ Data Maturity: Tool requested 365 days — database contains 23 days. Projections based on available data. 6+ months needed for reliable seasonal patterns. Each re-run strengthens confidence.
Get Started

Paste. Click.

Done.

1. MyGeotab → Admin → Add-Ins
2. Paste fleet-cost-optimizer-v2.0.json
3. Click Run Audit
4. 30 seconds → your 90-day plan

No server. No API keys. No build step.
Entire UI embedded inside a single JSON config — HTML, CSS, JavaScript, everything.

🏗️ Built with Gemini + Claude
📦 49,393 bytes (607 bytes headroom)

FLEET COST OPTIMIZER v2.0 · GEOTAB VIBE CODING COMPETITION 2026