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From lengthy support cycles to instant answers – how Toyota Germany made technical knowledge accessible with Operaide.
The Challenge
The core issue wasn't a lack of knowledge. It just wasn't available when and where technicians needed it.
When service technicians at Toyota Germany workshops faced complex vehicle problems, the process typically involved creating a support ticket, entering the VIN, describing the problem – and waiting for a response. With thousands of technical documents spread across manuals and service bulletins, the knowledge existed – but finding the right answer quickly was the challenge. This created friction:
Workshop manual
Chapter 7.4 · Hybrid system
Inverter cooling system
Pump fault? See service bulletin SB-0347.
Page 412 / 1,208
Service bulletin
SB-0347 · 03/2024
Intermittent inverter pump fault
Repair steps in repair instruction RI-1182.
Page 1 / 4
Repair instruction
RI-1182 · Rev. 3
Replace the pump connector
Torque values: workshop manual, table 7-9.
Page 2 / 6
“Our service technicians were spending valuable time waiting for support responses. We needed faster access to our technical knowledge.”
The solution
Thousands of technical documents, turned into an always-available knowledge system. Technicians ask in a chat in Toyota's Dealer Portal and get fact-based answers from Toyota's own validated documentation.
TechDB AgentDealer:41207JKRequest 312
ArchiveCreated
14 Oct 2026, 09:42
Vehicle
Prius Plug-in 2.0L Plug-In Hybrid 5-door, High HYBRID

Plate
K-TD 4821 E
VIN
JTDKBACU503145872
Model code
MXWH61
Problem #1
Fault code
P0A93
Description
Hybrid system warning lamp comes on after a cold start, shortly after less power when accelerating. Fault memory read, coolant level OK. What can we check?
Attachments
–
Suggested answer
Hybrid system warning lamp comes on after a cold start, shortly after less power when accelerating. Fault memory read, coolant level OK. What can we check?
14 Oct 2026, 09:42
I found these relevant documents for your problem:
Ask a question
or
Create ticket
The solution
Thousands of technical documents, turned into an always-available knowledge system. Technicians ask in a chat in Toyota's Dealer Portal and get fact-based answers from Toyota's own validated documentation.
TechDB AgentDealer:41207JKRequest 312
ArchiveCreated
14 Oct 2026, 09:42
Vehicle
Prius Plug-in 2.0L Plug-In Hybrid 5-door, High HYBRID

Plate
K-TD 4821 E
VIN
JTDKBACU503145872
Model code
MXWH61
Problem #1
Fault code
P0A93
Description
Hybrid system warning lamp comes on after a cold start, shortly after less power when accelerating. Fault memory read, coolant level OK. What can we check?
Attachments
–
Suggested answer
Hybrid system warning lamp comes on after a cold start, shortly after less power when accelerating. Fault memory read, coolant level OK. What can we check?
14 Oct 2026, 09:42
I found these relevant documents for your problem:
Ask a question
or
Create ticket
Why it works
Operaide experts worked directly with Toyota's team, on existing systems, thousands of real documents and real queries, not demo data.
“This changed how our workshops access technical knowledge. The information was always there – now it's finally easy to find.”
The Results
The Results
The impact was noticeable quickly. Queries that previously required support team involvement now get answered in seconds. The support team can focus on genuinely complex cases instead of routine documentation lookups. Workshop flow improved as technicians spend less time waiting and more time working.
< 10 sec
typical response time for technical queries
Significant
reduction in manual support workload
Measurable
improvement in workshop throughput

“Thousands of documents turned into instant expertise. This is what enterprise AI should look like.”
Peter Pascal MeikManager Digital Innovation, Toyota Germany GmbH
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Use cases
Use cases