Use Cases

Automotive & Mobility use cases

Concrete applications, transferable to your organization. Anonymized examples from NLP engagements.

Six applications for Automotive & Mobility

Omnichannel customer journey

50 to 100 customer interviews by agents, versus 8 to 10: friction points and moments of truth, channel by channel.

Cost control (COGS)

A cost cube per vehicle sold, to steer materials, labor, logistics and warranty.

Sales & deal profitability

Smart targeting, win probability and deal engineering through supervised learning.

Optimization through causality

Reduced production, inventory and breakdown costs through causal models and predictive maintenance.

Skills anticipation

Job-to-job bridges and simulation of redeployments.

Supply chain post-mortem

Root-cause mapping of a supplier incident in 48 hours, versus several weeks.

A cross-sector panorama

Qualitative research at scale

Institutes and research firms: several thousand interviews in a few hours, each verbatim preserved, reliable cross-cutting analysis.

Transformation, HR & change

Transformation diagnostics, qualitative HR listening, structuring consultations, change-management relay for thousands of employees.

Retail

Omnichannel journey diagnostic, pre-launch study of a private label, audit of a 200-outlet network, ESG expectations.

Audit & internal control

Compliance interviews, repetitive controls across multiple sites, reference checks in cross-cutting engagements.

Executive search

Reference checks at scale: 10 referees per candidate instead of 2, with a consistent output.

B2B marketing

Customer interviews for a repositioning, in-depth satisfaction, needs gathering before a product launch.