Automotive & field workforcesWhatsApp-first workforce intelligenceCustomer anonymous

Deliver product specs, competitor comparisons, and staff training directly in WhatsApp

Give dealership sales reps, service technicians, and distributed field teams instant, approved answers and weekly reinforcement quizzes inside the messaging app they already use.

Request a workflow review Explore 6 workflows

live across 7 brands: ~300 staff
voice & text answers: WhatsApp-first
automated leaderboards: Weekly quizzes

Concrete workflows

Six recurring jobs we automate in automotive & field workforces.

Each workflow connects directly to your existing documents and systems, produces a structured output, and stops at a human reviewer before external release.

Showroom support

Instant vehicle spec & trim lookup

Answers showroom reps' questions on engines, dimensions, range, and trim differences via WhatsApp
Supports both text and voice notes across multiple operating languages
Returns the exact approved brochure page so reps never guess in front of a buyer

Reviewable outputs

Grounded spec answerSource brochure link

Reviewed byBrand product manager

Sales enablement

Head-to-head competitor comparison cards

Compares internal models against competing vehicles on price, equipment, and TCO
Surfaces approved commercial talking points and objection-handling angles
Updates immediately when new competitor comparison sheets are uploaded

Reviewable outputs

Showroom battlecardObjection talking points

Reviewed byCommercial director

Commercial operations

Monthly rebate, financing & campaign lookup

Ingests monthly discount tables, trade-in bonuses, and financing rate grids
Lets reps verify current promotional eligibility for a specific model in seconds
Prevents quoting expired campaigns or unapproved discount tiers

Reviewable outputs

Active offer summaryFinancing eligibility check

Reviewed bySales operations lead

Continuous learning

Automated weekly quizzes & site leaderboards

Sends short, role-specific product and process quizzes in WhatsApp each week
Scores responses automatically and explains the correct answer from company docs
Publishes Monday morning site rankings and completion metrics to managers

Reviewable outputs

Weekly site leaderboardIndividual scorecards

Reviewed byTraining & HR manager

Onboarding

New-hire onboarding & SOP walkthroughs

Guides new showroom and service staff through company policies and HR procedures
Answers routine questions on warranty intake, delivery checklists, and CRM entry
Reduces repetitive interruptions for store managers and senior reps

Reviewable outputs

Guided SOP checklistOnboarding progress log

Reviewed byHR & operations lead

Management insights

Field knowledge-gap & question analytics

Clusters the actual questions reps ask during the week by brand, site, and topic
Highlights missing documentation or recurring confusion on new model launches
Delivers automated weekly and monthly executive briefings in French or English

Reviewable outputs

Weekly executive briefKnowledge-gap radar

Reviewed byGeneral manager

Anonymized deployment story

A multi-brand automotive distributor with roughly 300 sales and operating staff across seven vehicle brands.

~300

active employees

7 brands

unified knowledge layer

Site rankings

weekly manager reports

From manual bottleneck to controlled workflow

Putting vehicle specs, monthly rebates, competitor comparisons, and staff quizzes into WhatsApp

The operating challenge

Technical sheets, competitor comparison grids, and monthly promotional discounts changed frequently and sat unread in PDF folders while sales reps were on the showroom floor with customers.

What we deployed

Launched a WhatsApp-based knowledge and training analyst that answers voice and text questions in seconds from approved brand files and runs automated weekly quizzes ranked by site.

A similar workflow in practice

Case study · Automotive

Automotive workforce knowledge and training, delivered through WhatsApp

A WhatsApp-based knowledge and training layer for ~290 employees across seven automotive brands, grounded in vehicle information, financing routes, internal documents, and recurring workforce questions.

Read the full case study

Cross-industry playbooks

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Private equity & funds

Bring us one recurring job in automotive & field workforces.

Request a workflow review

Deliver product specs, competitor comparisons, and staff training directly in WhatsApp

Six recurring jobs we automate in automotive & field workforces.

Instant vehicle spec & trim lookup

Head-to-head competitor comparison cards

Monthly rebate, financing & campaign lookup

Automated weekly quizzes & site leaderboards

New-hire onboarding & SOP walkthroughs

Field knowledge-gap & question analytics

Putting vehicle specs, monthly rebates, competitor comparisons, and staff quizzes into WhatsApp

Automotive workforce knowledge and training, delivered through WhatsApp

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Bring us one recurring job in automotive & field workforces.