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Forbes AI Experience

Arabic/English knowledge assistant over a large media archive with grounded search, chat, and voice interaction.

AI/MLNLPVoice AISearch
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Project Insights

A deep look at the product, its enterprise capabilities, and key strengths.

Media & Knowledge Assistant
01

Overview

The platform blends conversational AI, intelligent search, and speech experiences to make the latest reporting instantly actionable for analysts, executives, and knowledge workers. Core capabilities include a chatbot across the archive that engages in natural dialogue with a GPT-powered assistant understanding every indexed article, delivers concise answers, and cites relevant sources for credibility. Article-centric search helps find the right story faster with semantic and keyword search, filters by topic, date, author, and popularity, plus instant previews for at-a-glance relevance. Speech-to-speech interaction allows asking questions and receiving responses entirely through voice, thanks to end-to-end speech recognition and synthetic speech generation tuned for clarity.

02

Enterprise Capabilities

  • 01Semantic and keyword search
  • 02GPT-powered chat with citations
  • 03Speech-to-speech interaction
  • 04Role-based access and audit logging
03

Highlights

Key Proof Point

Grounded answers with source passages across a continuously updated archive

Intended Users

Analysts, executives, and research teams consuming large content archives

Product media

Forbes AI Experience — Media

Switch between product screens and video walkthroughs without leaving the page.

The Problem

Challenges

  • Quickly surfacing trends, facts, and historical context without skimming dozens of pages

  • Auditing coverage gaps and comparing narratives

  • Monitoring how emerging themes evolve across the publication

  • Staying briefed on industry shifts while on the move

  • Preserving trust and traceability in AI responses

Category

Search

Tech Stack

12
GPT-Powered ChatbotSemantic SearchKeyword SearchSpeech RecognitionNeural TTSVectorized IndexHybrid RetrievalLLM APIs

12 technologies