A mobile diesel technician working a job at dusk with a service van
MetaFleet vs. Fullbay

Fullbay manages your shop. MetaFleet works the job with you.

Both are built for heavy-duty diesel repair. The difference is the approach β€” a system of record you operate, versus an AI-native platform that writes the work order, transcribes the call, and moves the job forward.

If you're comparing Fullbay, you already know it's the category's system of record β€” mature, capable, and purpose-built for diesel. MetaFleet takes a different bet: that your software should do the work with you, not just store it after the fact. Here's an honest, sourced look at where each one fits.

AI-native today β€” not "transitioning" someday

This is the real difference, and Fullbay says it themselves. Their CEO describes the company as "transitioning to be AI-first and AI-native" β€” an honest admission that it's a direction, not the current product.

"We're transitioning this company to be AI-first and AI-native."

β€” Fullbay CEO, on the "Fullbay Next" AI-native rebuild (Fleet Maintenance, 2026)

Today, Fullbay's generally-available AI is a repair-note writing assistant β€” it cleans up the text you type β€” and it's gated to higher-priced tiers. Their ground-up AI-native platform ("Fullbay Next") is rolling out to solo and small operators first, with larger shops unscheduled. MetaFleet was built AI-native from day one. The AI isn't a roadmap item β€” it's how the product runs right now.

AI that does the work β€” not just tidies your notes

Fullbay's AI cleans up the repair note. MetaFleet's AI writes the work order. A technician logs what they found, and MetaFleet turns those findings into a structured job β€” complaint, diagnosis, labor hours, and parts β€” each with a confidence score.

MetaFleet work order with an AI-generated complaint and diagnosis, shown on a laptop
Real MetaFleet screen: the complaint and diagnosis are AI-generated from the tech's findings β€” note the "Generated from…" markers.

Inbound-call intelligence

Every call is transcribed and AI-scored for quality, then flagged for review β€” so nothing said on the phone slips through. No diesel shop software on the market does this.

Vision that saves data entry

Snap a vendor invoice and the line items extract themselves. Import a competitor's paper inspection form and MetaFleet rebuilds it automatically.

Fullbay's shipped AI is note formatting (paywalled to Pro/Elite). Its splashiest AI move β€” the Pitstop acquisition β€” is predictive maintenance for fleet vehicles, not running the shop.

Built mobile-first β€” not bay-first

The name says it: Full-bay. It's architected around the fixed shop floor β€” and it's currently rebuilding its mobile experience from scratch, starting with solo operators. MetaFleet was born mobile: a real offline-first technician app that keeps working in dead zones and syncs when signal returns, with findings captured in the field, GPS, and a live status your customer can watch.

MetaFleet technician mobile app showing findings capture and send-for-approval, on an iPhone
The technician app in the field: capture findings, then send the job for approval β€” from the shoulder of the road.

An honest, side-by-side look

No pricing games, no cherry-picking. Where each platform genuinely stands on the capabilities that matter for a mobile diesel operation:

CapabilityMetaFleetFullbay
AI-written work orders (findings β†’ diagnosis)
Inbound-call transcription + AI quality scoring
Vision: photo β†’ parts / PO, form import
True mobile-first, offline-capable appRebuilding
Real-time dispatch board + live tech trackingPartial
Customer self-service / approval portal
QuickBooks integration
Parts & inventory management
Built-in labor guides (MOTOR / Mitchell1)
Decade-long track record & install baseNewer

βœ“ = shipped and generally available Β· Partial/Rebuilding = exists but limited or in transition Β· β€” = not offered. MetaFleet's dispatch assignment is smart and automated (deterministic ranking), and its AI powers diagnosis, call intelligence, and vision β€” we don't call the dispatch engine "AI," because it isn't, and you deserve the straight version.

Where Fullbay still shines

Fullbay earned its place, and we'll say so plainly. If you want a decade-proven system of record with deep MOTOR/Mitchell1 labor guides, it's a strong, safe choice.

Why shops choose MetaFleet

Everything above β€” the AI that writes the work order, the inbound-call intelligence, the true mobile-first field app β€” plus:

MetaFleet is the better bet if you believe the software should do the work with you β€” and you want the AI now, not on a multi-year roadmap.

Fullbay vs MetaFleet β€” quick answers

Yes β€” MetaFleet is AI-native shop management software for mobile diesel and heavy-equipment repair. The AI turns a technician's findings into a structured work order, transcribes and scores inbound calls, and reads documents like vendor invoices. Unlike tools bolting AI onto an existing system of record, MetaFleet was built AI-native from day one.
Yes. MetaFleet imports your customers, units, and job history in bulk during onboarding, so day one looks like your shop β€” not a blank screen.
Not today β€” and we'll say so plainly. Fullbay's built-in MOTOR/Mitchell1 labor guides are a genuine strength. MetaFleet's focus is the AI that writes the work order, the inbound-call intelligence, and the true mobile-first field app.
Now. The AI is how MetaFleet runs today β€” turning findings into work orders, scoring calls, and reading documents. Fullbay's ground-up AI-native platform (Fullbay Next) is rolling out to solo and small operators first, with larger shops unscheduled.

See MetaFleet on your shop's jobs

A 20-minute demo, your real workflow. We'll show you the AI writing a work order live β€” then you decide.

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