Maintenance Intelligence for Workshops & Fleets

YOUR INTERVALS. YOUR DATA. OUR INTELLIGENCE.

Carithm doesn't overwrite your expertise — it amplifies it. We take your existing interval logic, map it against our engine degradation models, and show your advisors exactly when a vehicle is wearing out faster than its records suggest. The client stays in total control. No hardware. No new integrations.

Get a Free Report → Talk to Us →

Send us 3 vehicles from your history. We'll show you exactly what our reports surface — or you block our contact.

500+
Engine Variants Covered
15+
Components Per Report
0
Hardware Required
2
UAE Pilots — Job Cards & Upselling
Interactive Component Explorer
CLICK ANY PART TO INSPECT
Sample — Mercedes M276 V6 · 87,000 km · GCC climate
The Process

THREE INPUTS.
ONE COMPLETE REPORT.

No installation. No telematics device. Just data that already exists in your logs.

01
Lock the Engine
Enter the vehicle's engine number. This pins the exact engine variant, allowing our models to understand the physical architecture of the asset.
🔩 Engine Number (e.g. 2GRFE123456)
02
Upload Your Data
Provide your service logs and your current interval sheet. We apply your workshop's exact logic to our degradation models.
📋 Replacement logs + km
🔧 Your interval sheet
03
Empower the Advisor
We surface where each component sits relative to your own schedule, adjusted for operating environment and configuration.
✅ Service Margin Index
📏 Risk-Adjusted Intervals
⚠️ Lifecycle Risk Flags
Real Report — UAE Pilot

THIS IS WHAT YOU GET.

Toyota Land Cruiser · ~87,000 km · GCC climate · UAE pilot vehicle. Each component shows how far through its service window it has consumed — adjusted for UAE heat, vehicle type, and actual service history.

*Note: Service window consumption is calculated from your workshop's baseline service intervals, adjusted for regional conditions. A low percentage means you're approaching the service threshold — it's a scheduling signal, not a damage assessment.

Carithm AI Land Cruiser Lifecycle Report

Try a limited trial version of the platform with your own engine below, or send us your vehicle details for a full personalized report.

Methodology

Carithm takes the workshop's own interval logic, applies it to a research-backed engine model covering 500+ variants, adjusts for the vehicle's operating environment and configuration, and surfaces where each component sits relative to that workshop's own schedule.

Interactive Component Explorer

CLICK ANY PART.
SEE LIFECYCLE CONSUMPTION.

Sample output — Mercedes M276 V6, 87,000 km, GCC climate. Click a numbered hotspot.

Vehicle component explorer
1
Engine Oil
~3,200 km remaining
Change Soon High Risk
2
Spark Plugs
~21,000 km remaining
Good Low Risk
3
Air Filter
~7,500 km remaining
Monitor Medium
4
Transmission Fluid
~28,000 km remaining
Optimal Low Risk
5
Ignition Coils
~34,000 km remaining
Optimal Low Risk
6
Cooling System
~18,000 km remaining
Flush Due Medium

Click any numbered box to inspect that component

The Process

THREE INPUTS.
ONE COMPLETE MAINTENANCE REPORT.

No installation. No telematics device. Just data that already exists about your vehicle.

01
Identify the Engine
Enter the engine number. This pins the exact engine variant, allowing our models to understand the physical architecture of the asset.
🔩 Engine Number (e.g. 2GR-FE)
📍 Region / Climate applied automatically
02
Upload Your Data
Provide your service logs and your current interval sheet. We apply your workshop's exact logic to our degradation models.
📋 Replacement logs + km
📅 Service dates
🔧 Your interval sheet
03
Empower the Advisor
We surface where each component sits relative to your own schedule, adjusted for operating environment and configuration. Clear statuses, risk-adjusted intervals, and flags.
✅ Service window status per component
📏 Risk-Adjusted Intervals
⚠️ Components needing attention
Why Carithm

THE DATA ALREADY EXISTS.
WE MAKE IT WORK FOR YOU.

📋
Plan Maintenance. Not Emergencies.
Know which components are approaching their service window months in advance. Eliminate surprise repair bills, plan parts procurement ahead of time, and schedule workshop visits around the vehicle's actual history — not a generic sticker on the windscreen.
🔩
Upsells That Actually Get Approved
Advisors stop guessing and start showing. "Your brake fluid is at 15% of its service window — here's the data" is a completely different conversation than "we recommend a flush." Customers approve jobs when they can see the numbers themselves.
🌡️
Built for How Your Vehicles Actually Live
Blanket intervals fail because a vehicle in high heat doesn't wear like one in a mild climate. We take your baseline intervals and adjust them for regional heat, dust, body type, and vehicle age — so your schedules reflect reality globally.
🧠
Twin Signal ML Layer
Our ML layer — Twin Signal — flags when a vehicle's service history and real-world usage data diverge. The advisor knows when a car may be in worse condition than its records suggest, before the customer sits down.
📡
Works With What You Already Have
No hardware to install. No OBD devices. No telematics subscriptions. Carithm runs entirely on service history data — the logs your workshop or fleet already keeps. If you have a service record, you have everything we need.
🤝
Builds Customer Trust
A documented, data-backed service report changes the customer relationship. Instead of "trust us," you're showing the numbers. That transparency drives return visits, higher approval rates, and long-term loyalty that generic service reminders never achieve.
The Real Cost

THIS HAPPENS EVERY WEEK.

And it's entirely preventable with data you already have.

A service advisor flags a degrading fuel pump. The car's history shows the last replacement was at 38,000 km. It's now at 91,000 km. The interval — adjusted for regional heat and this body type — puts it well into the service window.

"But the car still runs fine."

Customer declines. Drives out.

Two weeks later: stranded. Tow truck. Engine stress. Bill: 4× the original service cost.

With Carithm: the advisor pulls up the report. "Based on your engine spec, service history, and region — this component is deep into its service window. Here's the data." The customer sees the numbers. They book the job.

The data was always there. Carithm is the tool that organises it into a clear, engine-specific, history-backed picture — at the moment it matters most.
Built For

THREE TYPES OF OPERATORS.
ONE TOOL.

🔧
SERVICE CENTERS
Give advisors a data-backed report before the customer sits down. Every service visit becomes a complete maintenance review — with numbers that drive conversation, not guesswork.
✓Higher upsell approval — customers see the data, not just your advice
✓Job cards prepared before the vehicle arrives
✓Reduce liability from missed service recommendations
✓Build long-term customer trust with documented reports
🚗
FLEET OPERATORS
Stop managing maintenance reactively. Know which vehicles across your fleet are approaching service windows — and schedule, budget, and plan around actual data, not assumptions.
✓Per-vehicle reports across 20 to 200+ vehicles
✓Catch service windows before they become roadside failures
✓Accurate maintenance cost forecasting by vehicle
✓No hardware installation across your fleet
📊
RENTAL COMPANIES
Every vehicle in your fleet has a service history. Carithm reads it and gives you the data to decide what needs attention between rentals — before a customer gets stranded in your car.
✓Zero unexpected customer breakdowns
✓Maximise fleet uptime between rentals
✓Safety compliance documentation built in
✓Reduce emergency repair costs significantly
Questions

FREQUENTLY ASKED.

Why does the report sometimes show components as critical when the car feels fine? ▾
Critical means the component is approaching or past its recommended service window — not that it's about to fail. Every component has a designed service life set by the manufacturer. Our reports track how far through that window each component has consumed, adjusted for your region and vehicle. "Critical" is a scheduling signal: book this service visit soon. It's not a breakdown warning.
How does Carithm calculate service windows without sensors? ▾
We use your workshop's existing service intervals as the baseline, then adjust them for your specific region (UAE heat, European winters, Southeast Asian humidity, for example), vehicle body type and weight class, engine variant, and the vehicle's age and current mileage. We anchor all of this against your actual service history — what was replaced and at what mileage — to show where each component sits in its service window right now.
What inputs do you actually need? ▾
Engine number, vehicle model and year, current mileage, region, and your service history — what was replaced and at what mileage. That's it. No hardware, no OBD device, no telematics integration. If you have a service log, you have everything we need.
What components does a report cover? ▾
15+ components per report including brake pads (front/rear), brake fluid, fuel pump, battery, timing chain/belt, spark plugs, air filter, cabin filter, water pump, suspension bushings, oxygen sensors, and transmission fluid. The exact list adapts to the engine type and drivetrain configuration.
Does it work globally? ▾
Yes. Climate and region are core inputs. The system adapts to the environmental stress profile of any location globally — UAE heat, European winters, Southeast Asian humidity, and arid dusty environments. The engine database covers global manufacturers and configurations.
What's the pricing model? ▾
Per-report pricing for service centers, monthly subscriptions for fleet operators. Volume pricing available. Contact us for a quote tailored to your operation size and region.
Proven in the UAE
Pilot 1 — Service Center, UAE
Job Card Preparation
Carithm reports were used to prepare job cards before the vehicle arrived. Advisors walked in already knowing which components were approaching their service windows — backed by engine spec and service history. The conversation started from a position of data, not guesswork.
Pilot 2 — Service Center, UAE
Upsell Approval
Reports were shown directly to customers during the service visit. Seeing the service window data for each component — presented clearly, not as a sales pitch — gave advisors a data-backed reason to recommend additional work. Customers could see the numbers themselves and make informed decisions.
Free Pilot Program

TRY IT ON ONE VEHICLE.
FREE. 24 HOURS. NO STRINGS.

We build a full 15-component lifecycle report calibrated to your intervals and local climate. Send us your dummy data and interval sheet, and we'll return the report within 24 hours.

📤
Send Dummy Data
Just a sample data export. Dummy data is completely fine, we only need to see your column headers to understand your format.
📋
Your Interval Sheet
Whatever format it exists in. We map your exact intervals into our degradation models.
✅
Zero Commitment
No hardware, no contract, no credit card. If our 15-component report doesn't change how you plan your maintenance, you've lost nothing.
Send My Vehicle → Get Free Report
Send My Vehicle → Get Free Report

Email opens pre-filled. Just add your vehicle details and hit send.

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Free Report — No Commitment

ONE VEHICLE. ONE REPORT. FREE.

Send us your dummy data export and your interval sheet. We return a full 15+ component maintenance report within 24 hours, adjusted for your own logic and local conditions. No hardware. No contract. No strings.

Get My Free Report → Talk to Us →

Not ready yet? Book a conversation — no pressure, just a chat.

ENGINEERING RESEARCH

Paper 01

Operational Stress & Designed Life

A technical deep-dive on quantifying asset depletion across 500+ architectures for high-utilization fleets.

Read Full Research →
Paper 02

System Architecture & Data Utility

Standardizing Maintenance Intervals into Actionable Business Data.

Read Full Research →