What is ClearMechanic and which market does it serve?

ClearMechanic is a workshop and MPI (Multi-Point Inspection) software with 15+ years in LatAm, focused on digital photo/video checklists, remote customer approval and automated WhatsApp communication for workshops and dealerships. It reports 26%+ average-ticket lift. Motriz AI Core covers that same use case and adds generative AI (4 LLM agents), VIN + EPC decoding for parts quoting, NPS loop with automatic lead, sales-funnel coverage and AI cost transparency.

Does Motriz AI Core fully replace ClearMechanic?

Yes in the Workshop domain. Motriz covers photo/video checklist, digital approval and WhatsApp communication (ClearMechanic's core) and adds VIN decoding, AI-driven 1-click parts quoting, NPS → automatic lead loop and individual-PIN bay control. It also extends coverage to Sales (KYC + test drive) and Governance (Live Monitor, management goals) — areas ClearMechanic doesn't touch.

What's the strongest differentiator vs ClearMechanic?

The hardest thing to copy is not the checklist but the architecture: 4 generative-AI agents with domain exclusivity + Live Monitor with per-token cost auditing. ClearMechanic would need to rebuild its stack to replicate it. VIN decoding is table stakes medium term, but multi-agent orchestration is defensible.

ClearMechanic reports 26%+ ticket lift. Does Motriz beat that?

We report 25-40% average-ticket lift in pilots. The range depends on workshop volume, WhatsApp penetration in the customer base and NPS loop adoption. The difference vs ClearMechanic isn't only the number — it's the mechanism: we generate automatic leads with pre-built quotes; ClearMechanic sends reminders.

How does Motriz's NPS → lead loop work?

The mechanic marks a finding (e.g. brake pads at 20%) in Module 6. A BullMQ worker fires a WhatsApp at 24-48h with a pre-built quote, VIN pre-loaded and 1-click approval CTA. The system maintains state (approved/denied/reschedule). ClearMechanic has reminders but doesn't generate leads with pre-built quotes.

Does Motriz integrate with my current DMS (Autoline, Auto1, others)?

Yes. We integrate via API or RPA with the most common DMS in LatAm. In the demo we validate compatibility with your specific DMS and with your ClearMechanic instance if we'll coexist for a while.

Can I keep ClearMechanic and add only Motriz's parts module?

Yes. Motriz AI Core is modular. You can start with Motriz Parts (VIN + EPC + quoting agent) on top of your current ClearMechanic, or Motriz Aftersales (NPS loop) as a layer over the checklist. We assess the best sequence in the demo.

How long does migration from ClearMechanic take?

Functional pilot in 2-6 weeks. We migrate tenant data, map bays/PINs and train the team. Coexistence is feasible during the transition.

Motriz AI Core · Head-to-head comparison

ClearMechanic vs EITS: digital checklist or AI with VIN and automatic NPS loop

ClearMechanic is the most established workshop software in LatAm — 15+ years, photo/video checklist and digital approval. Motriz AI Core does the same and adds VIN decoding, generative-AI parts quoting and NPS upsell loop with automatic lead — all inside the same WhatsApp thread.

TL;DR — 3 key differences vs ClearMechanic

Generative AI vs rules + checklist

ClearMechanic runs on rules and templates. Motriz uses 4 LLM agents with domain exclusivity. An agent that understands natural language, not one that reacts to keywords.

VIN-based parts quoting in the same thread

ClearMechanic reports the mechanic's finding. Motriz adds: VIN decoding + OEM quote in 1 click inside the same WhatsApp.

Covers sales + workshop + governance, not just workshop

ClearMechanic is workshop/MPI only. Motriz covers Sales AI (KYC + test drive) and Command (Live Monitor, goals) with the same architecture.

Key capabilities: ClearMechanic vs EITS

Comparison based on public information from clearmechanic.com and the Motriz AI Core architecture.

Capability	✦ EITS · Motriz AI Core	ClearMechanic
Product focus	Full platform (sales + workshop + governance)	Workshop only (MPI + comms)
Generative conversational AI (LLM)	4 specialized agents	No
Digital checklist with photo/video	Yes	Yes
Customer digital approval	Yes	Yes
Automated WhatsApp reminders	Yes	Yes
17-character VIN decoding	Yes	No
EPC/SSM engine (validated OEM catalog)	Yes	No
1-click parts quote in WhatsApp	Yes	No
NPS → automatic lead loop (BullMQ)	Yes	Reminder, not lead
PIN-based bay control (Advisor/Mechanic)	Yes	User login
Sales funnel coverage (Sales AI + KYC)	Yes	No
Live Monitor: AI cost/token/latency	Yes	No
Hierarchical management goals per advisor	Yes	Reports
Multi-tenant multi-brand	Yes	Yes
Per-tenant language regionalization	Yes	General Spanish
Reported average-ticket lift	25-40%	26%+

5 unique differentiators vs ClearMechanic

What a checklist + rules software cannot replicate without rebuilding its core.

Native generative AI, not rules

ClearMechanic reacts to configured triggers. Our 4 LLM agents understand intent in natural language, with conversational memory and smart handoff.

VIN + EPC inside the WhatsApp thread

Mechanic detects brake pad at 20% → the same thread quotes the exact part using VIN + OEM catalog. No app switch, no incompatible-part quote.

NPS → stateful lead, not just a reminder

ClearMechanic sends a reminder at 30 days. Motriz fires a BullMQ worker at 24-48h with a pre-built quote; the system knows if approved, denied or rescheduled.

Sales coverage (not workshop-only)

Motriz Sales adds 60-second KYC, test-drive scheduling and bank pre-approval. ClearMechanic doesn't touch the vehicle sales funnel.

AI cost transparency per conversation

Unique in the market. Every interaction reports tokens, USD and latency in the Live Monitor. A manager can audit real AI cost. ClearMechanic has no AI stack to audit.

Consider Motriz AI Core over ClearMechanic if...

Scenarios where generative AI + VIN quoting beat pure checklist.

Beyond workshop, you also sell new/used vehicles and want full-funnel coverage
You want the same WhatsApp thread to quote parts by VIN, not just approve MPI
You need an NPS loop with automatic lead (not just a service reminder)
You operate across multiple LatAm countries with different local vocabulary
Your management demands AI cost visibility (not a rules black box)
You run multi-brand holdings with isolation between competing brands

Stick with ClearMechanic if...

We're honest: ClearMechanic is mature in its niche.

You only run a workshop (no vehicle sales, no advanced parts quoting)
You already have ClearMechanic integrated and current ROI satisfies you
You don't need generative AI, only photo/video checklist + digital approval
Your volume doesn't justify migrating to a multi-module platform

Ready to see Motriz AI Core in your workshop?

30-min guided demo with KPIs defined from day one. No contract, no commitment.

Frequently Asked Questions

Everything you need to know before getting started.