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#2 of 11 AI agencies in Paris

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Converteo

Paris, France

250+Contact for rates

About

Converteo is a Paris data and AI consultancy working from strategy through deployment on agentic systems, voice agents, marketing measurement and data platforms for large French and international brands.

Who They Work With

Retail and consumer brands putting a customer-facing agent into production, with the evaluation and rollback to match.

Based on 4 client engagements with a source URL · researched 5 Aug 2026

Our Take

Sharlie, the voice agent behind Orange's Sosh brand, is the most completely documented build in this register, and the detail is the point.

Converteo committed to a voice-to-voice architecture in April 2024, before the model reached general availability, specifically to avoid a later migration off a speech-to-text pipeline—a decision that bought roughly one second of latency against three. Around thirty specialized agents hand off between themselves, escalate to a human, and act on Orange's catalog, billing and account systems rather than only answering. Validation was modeled on how call-center advisors are trained. Virtual clients replay conversations at volume against an LLM-as-a-judge scoring price accuracy and brand posture, and an AI-specific bug bounty ran with around forty white hackers before launch. It went to production on 16 March 2026 with a mechanism to stop it.

The rest of the library is a decade of measurement and pricing work with named clients: Carrefour, Leroy Merlin, L'Oréal, ENGIE, BUT, Picard, Arkema.

The caveat is that this depth is exceptional rather than typical—most of the other cases describe data and marketing engineering, not AI.

Key strengths

  • One engagement documented end to end, including the architecture decision, its latency cost, the evaluation rig and the kill switch—no other agency here publishes at that level
  • Evaluation as a discipline rather than an afterthought: virtual clients, an LLM-as-a-judge scoring price accuracy and brand posture, and an AI bug bounty before exposure to customers
  • Ten-plus named clients across retail, energy and industry, with the work described case by case rather than listed as logos

Good to know

  • Outside the voice-agent work, most published cases are data and marketing engineering—confirm which practice your engagement lands in
  • No headcount, founding year or rates published; scale and price both have to be established in conversation
Gabor Kiss

Reviewed by Gabor Kiss

Founder & Curator, AIAgencies.eu · 5 Aug 2026

Based on the agency's publicly available portfolio. Own this agency? Claim your profile to provide additional context or request a review update.


How we evaluate agencies

Notable Clients

Documented engagements: Orange, Arkema, Lacoste, Carrefour, Leroy Merlin, L'Oréal, ENGIE, Picard, and BUT. 4 of 9 carry a source URL on file.

OrangeSharlie: voice-to-voice agent for the Sosh brand, ~30 orchestrated agents wired into catalog, billing and account systems, validated with virtual clients and an LLM-as-a-judge, in production since 16 March 2026Source
ArkemaMarketing data collection automated on AWS with Lambda, S3 and Athena, replacing a manual spreadsheet feeding PowerBI; 50% reduction in collection timeSource
LacosteConversational agent on Gemini Enterprise for CX, four months from design to production on lacoste.com US: satisfaction above 4/5 from day one, 30% less volume than the previous chatbot, complex cases resolved in under eight minutesSource
CarrefourPricing and promotion analysis identifying promo-resistant products; promotional weight down 1.2 points, margin up 0.5 points, sales up 0.7%Source

Also worked with

Leroy Merlin
L'Oréal
ENGIE
Picard
BUT

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