Maintenance Intelligence for Workshops & Fleets

BRING STRUCTURE TO YOUR MAINTENANCE DECISIONS

We process your existing service history and map it to engine degradation models, delivering structured maintenance insights that align entirely with your own workshop interval rules.

Request Pilot Evaluation
500+
Engine Variants Covered
15+
Components Per Report
0
Hardware Required
2
Independent Workshop Evaluations
Interactive Component Explorer
CLICK ANY PART TO INSPECT
Sample — Mercedes M276 V6 · 87,000 km · GCC climate
The Process

THREE STEPS TO STRUCTURED
MAINTENANCE INSIGHTS.

No hardware required. Just data that already exists in your logs.

01
Share Your Data
Provide an export of your existing service history records for a structured pilot evaluation.
🔩 Service history records
02
We Map the Logic
We process your data, anchoring it to engine-specific behavior models and your workshop’s established interval rules.
📋 Engine behavior models
🔧 Your interval rules
03
Review Your Insights
You receive a structured breakdown of maintenance insights for each vehicle and component, ready for your team to review and validate.
✅ Component-level insights
📏 Consistent baselines
⚠️ Clear job cards
Real Report — Sample Evaluation

THIS IS THE ANALYTICAL OUTPUT.

Toyota Land Cruiser · ~87,000 km · Sample evaluation data. Each component shows how far through its service window it has consumed — adjusted for 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

Test a limited version of the platform with your own engine below, or submit your vehicle details to request a structured pilot evaluation.

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 evaluation output — Mercedes M276 V6, 87,000 km. 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 STEPS TO STRUCTURED
MAINTENANCE INSIGHTS.

No hardware required. Just data that already exists in your logs.

01
Share Your Data
Provide an export or a sample batch of your existing service history records.
🔩 Service history records
02
We Map the Logic
We process your data, anchoring it to engine-specific behavior models and your workshop’s established interval rules.
📋 Engine behavior models
🔧 Your interval rules
03
Review Your Insights
You receive a structured breakdown of maintenance insights for each vehicle and component, ready for your team to review and validate.
✅ Component-level insights
📏 Consistent baselines
⚠️ Clear job cards
The Solution

BRING STRUCTURE TO EVERY JOB CARD.

📋
Consistent Baselines
Carithm processes your existing service history records and maps them against proven engine degradation patterns, giving your advisors a consistent baseline for their recommendations.
🔧
Your Own Rules
We don't overwrite how you operate. Instead, we align our analysis directly with your workshop’s existing interval logic.
✅
Clear Job Cards
When your advisors have structured insights backing up every decision, job cards become clearer and service recommendations become much more consistent.
🤝
Build Confidence
This consistency builds trust with your customers, helping to improve service approval rates and prevent the surprises that lead to unexpected vehicle downtime.
📈
Capture Missed Work
A structured, component-level maintenance insight for each vehicle ensures your workshop stops missing out on necessary service work.
📡
Zero Disruption
Our process is designed to fit smoothly into your current workflow without replacing your existing workshop management software.
The Problem

STATIC INTERVALS CREATE INCONSISTENT SERVICE.

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

Most workshops still base their maintenance decisions on static mileage intervals and the individual experience of their advisors.

Because of this, service recommendations often vary depending on who writes the job card.

This inconsistency leads to missed service opportunities and unexpected breakdowns for your customers.

The service data you need to prevent this is already sitting in your system—it just isn't being put to work.

Trust & Risk

WORKS ENTIRELY WITH
YOUR EXISTING SETUP.

🚫
NO HARDWARE REQUIRED
Carithm requires absolutely no new hardware, OBD sensors, or telematics installations. We work strictly with the service history data you already collect.
✓Zero installation downtime
✓No recurring hardware fees
✓Works with your current logs
🔄
NO SOFTWARE REPLACEMENT
Our process is designed to fit smoothly into your current workflow without attempting to replace your existing workshop management software.
✓Keep your current system
✓No steep learning curve
✓Integrates with your routine
🧪
PILOT EVALUATION
To evaluate the operational fit, you can run a structured pilot using a sample batch of your own service history before making a commitment.
✓Submit sample records
✓Review the analytical output
✓Evaluate the operational value
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.
Evaluated by Independent Workshops
Evaluation — Service Center
Early-Stage Pilot
Join the network of multi-brand service centers currently evaluating our system to standardize their maintenance decisions. The focus is purely on testing the consistency of the output.
Evaluation — Fleet Operator
Ongoing Evaluations
Fleet operators are currently running ongoing pilot evaluations, running historical service data through the system to see how closely the structured insights match their own preventative maintenance logic.
Pilot Evaluation Program

EVALUATE IT ON ONE VEHICLE.
NO OPERATIONAL DISRUPTION. ZERO COMMITMENT.

We build a full structured maintenance report calibrated to your intervals. Submit a sample of your service records and interval sheet, and we will process the evaluation.

📤
Submit Sample Records
Anonymized 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.
Request Pilot Evaluation

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

Rather talk first? Book a conversation →

Request a Pilot Evaluation

READY TO STRUCTURE YOUR SERVICE DATA?

Test the system with a sample batch. No hardware. No contract. No operational risk.

Request Pilot Evaluation

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 →