AFP × Kairntech — Sales Chatbot RAG
AFP × Kairntech · Sales Chatbot RAG · Production Deployment

AFP and Kairntech —
An AI assistant dedicated
to sales teams.

100+ sales representatives. A constantly evolving product portfolio. Hours wasted searching for the right information. Discover how AFP transformed its sales processes with a sovereign AI assistant, deployed in production.

2,600
employees
150 countries
6
production
languages
100%
on-premise
data
AFP
Real-world demo
afp-sales-assistant.kairntech.com — AFP Sales Assistant · Interactive Demo
DEMO
AFP
Est. 1944
Agence France-Presse

AFP is a global news agency providing fast, comprehensive, and rigorously verified news coverage. With a unique network of journalists in 150 countries, it is also a world leader in digital investigation. AFP has 2,600 employees of 100 different nationalities and produces multimedia content in six languages, combining video, text, photography, and infographics.

150
countries covered
100
nationalities
6
languages
2,600
employees
The challenge

A constantly evolving product portfolio.
Teams losing time searching.

AFP sales representatives must master a broad and frequently updated offering — while maintaining a consistent and compelling message in front of clients.

01

An offering too vast to memorize

Sales representatives navigate a constantly evolving product portfolio, with technical sheets, client presentations, and USPs that change regularly.

Performance impact · Inconsistent messaging
02

Searching for info steals selling time

Finding the right information — the right figure, the right client testimonial, the right wording — required opening ten tabs, searching SharePoints, or asking colleagues.

ROI impact · Hours lost every week
03

Confidentiality impossible with public LLMs

Submitting internal documents, client testimonials, or commercial strategies to ChatGPT or Gemini posed an unacceptable risk for an organization of AFP’s stature.

Compliance impact · Risk of leakage
The Kairntech solution

An AI assistant dedicated to sales.
On-premise deployment. Zero compromises.

Kairntech deployed a corporate RAG platform powering a sales chatbot that answers sales queries and generates prospecting emails by relying exclusively on AFP’s internal documents and client testimonials.

On-Premise Deployment & Total Confidentiality

The entire solution is hosted on AFP’s secure infrastructure. No document, no client data passes through an external server — compliance guaranteed.

On-PremiseIntegrated SSOAccess control

Low-Code & Business Team Autonomy

Kairntech Studio allows sales experts to configure, update, and optimize the chatbot without IT intervention. New product document? Document update? The chatbot is updated automatically.

Kairntech Studio0 lines of codeReal-time update

Performance Dashboard & KPIs measured continuously

A dedicated dashboard allows for real-time tracking of interaction quality: adoption rate, user satisfaction, average response time, relevance of answers. Marketing teams can adjust scenarios and optimize sales messaging based on real data.

Adoption trackingSatisfaction scoreResponse timeRelevance of answersConnected SharePoint
What they say

Voices from those who use it.

Kairntech’s chatbot enables our sales team to deliver personalized, sourced pitches, based on AFP’s marketing materials, saving valuable time to focus on clients and respond more precisely to their needs.

Nicolas Giraudon
Group Marketing Director, AFP
AFP
Exclusive Document · Free

Dive into the details
of the full deployment.

Architecture, challenges, technical approach, and key takeaways — everything you need to understand about this project before launching your own.

In the full use case

What you will discover

  • The context and business challenges AFP faced
  • The On-Premise RAG architecture chosen and why
  • The deployed components
  • The expected benefits and tracking indicators put in place
  • The key differentiators of the Kairntech approach
On-Premise deployment
100% secure data
GDPR compliance guaranteed
Low-Code solution
FAQ – Agentic RAG Chatbot

We are here to help

A RAG chatbot solves the knowledge accessibility, accuracy, and efficiency challenges faced by businesses:

  • Access to real-time, up-to-date information
  • Efficient knowledge management & reduced employee search time
  • Improved customer support & self-service
  • Handling domain-specific & proprietary (and confidential!) data
  • Reducing AI hallucinations & inaccurate responses
  • Cost-effective scalability for enterprise knowledge
  • Compliance & audit-friendly responses (sourced responses)

The chatbot can pull data from structured (databases, FAQs, manuals) and unstructured (PDFs, emails, news, medical records, audio, scientific articles, patents…) sources. Businesses should ensure data is clean and compliant with privacy regulations (e.g., GDPR).

The RAG chatbot should integrate via APIs with SharePoint, CMS/DAM repositories, CRM (e.g., Salesforce), helpdesk (e.g., Zendesk), or internal databases. This ensures seamless access to real-time data and improves workflow automation.

Key metrics include:

  • Time savings on specific tasks (faster responses, text generation…)
  • Accuracy (correct responses – that can be improved via user feedback)
  • Engagement (number of users and queries handled)
  • Cost savings (reduced human agent workload)

There are several ways to maintain and improve the chatbot over time:

  • Regularly benchmark LLMs to select the most suitable one for the task
  • Regular updates based on user feedback
  • Monitoring performance logs is essential. A feedback loop with human agents helps refine responses and expand the knowledge base.
Level up

Ready to turn your documents into instant answers?

Stop letting your text data gather dust in complex folders. Deploy Kairntech’s intelligence and accelerate your decision-making today.

Request your personalized demo
Free and no-obligation
Analysis based on your own use cases
Direct discussion with an AI expert