Category: Search
AI/MLNLPVoice AISearch

Forbes AI Experience

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

Project Insights

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

Media & Knowledge Assistant

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.

Enterprise Capabilities

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

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.

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

Solutions

Grounded responses referencing underlying article passages

Continuous updates with new publications automatically flowing into the knowledge base

Multimodal convenience switching seamlessly between text chat, search results, and voice exchanges

Sub-second latency with hybrid semantic and keyword retrieval

Role-based access, audit logging, and integration hooks

Conversation context preserved across modalities

Category
Search
Tech Stack
GPT-Powered Chatbot
Semantic Search
Keyword Search
Speech Recognition
Neural TTS
Vectorized Index
Hybrid Retrieval
LLM APIs
Topic Modeling
Metadata Enrichment
Scheduled Crawlers
Duplicate Detection

12 technologies