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ARTICLEVECTOR SEARCHMONGODB · OPENAI EMBEDDINGSVIDEO MATCH
Fanziz
Media & EntertainmentGenerative AIVector Search

AI-powered article-to-video content matching with vector embeddings

We built Fanziz a semantic matching engine that automatically associates the most relevant video with every article using OpenAI embeddings and MongoDB Vector Search — eliminating manual content mapping and surfacing related videos the moment an article is published.

0
Manual article-to-video mapping
Semantic
Matching beyond keywords
RAW PROMPTRAG RETRIEVALCONTEXT CACHEADAPTIVE PROMPTLEAN PROMPTNLP MODELLLMROUTED BY TASK COMPLEXITY
Fanziz
Media & EntertainmentGenerative AIRAG

Optimizing LLM costs without compromising AI quality

We redesigned Fanziz's entire inference pipeline — RAG-retrieved context, cached prompts, adaptive prompting strategies and hybrid NLP/LLM routing — so token usage and latency fell while answer quality went up.

RAG
Only relevant context per prompt
Cached
Repeated context reused, not rebuilt
AI INTERVIEWCOMPETENCY MAPCOMMUNICATION · DECISION-MAKING · ADAPTABILITYPRODUCT MANAGERCUSTOMER SUCCESSSALES LEADCAREER PATHS
TalX
HRTechGenerative AIConversational AI

AI career intelligence platform that assesses potential, not keywords

A career assessment platform that interviews people conversationally, scores them on real workplace scenarios, and recommends the career paths where they are most likely to succeed — with a skill-gap plan to get there.

Career
Intelligence, not job matching
8
Competencies evaluated per candidate
MESSAGE · LISTING · REVIEWTRANSFORMER 1TRANSFORMER 2TRANSFORMER 3KEYWORD ENGINECONFIDENCE AGGREGATIONENSEMBLE0.87RISK SCORESCAM · SPAM · ABUSE · HATE
Text Moderation & Scam Detection API
Trust & SafetyContent ModerationNLP

Real-time AI content moderation and scam detection API for user-generated content

A production text moderation API that scores every message, listing, review and comment in real time — flagging scams, phishing, spam, abuse and harmful content by combining a transformer ensemble with a dynamic keyword engine, and shipping new rules instantly with zero downtime.

Real-time
Moderation verdict per request
Ensemble
Multiple transformers per decision
ANONYMOUS AUDIENCECROWD SIZEAGE GROUPDENSITYTIME OF DAYDECISION ENGINERULES + RAG CAMPAIGN CONTEXTRELEVANT AD, INSTANTLY
Smart Billboard Platform
AdTech & Digital SignageComputer VisionAI Decision Engine

Computer vision that picks the right ad for the audience standing in front of the screen

An AI-powered digital billboard platform that reads anonymous audience context in real time and selects the most relevant advertisement automatically — no facial identification, no manual scheduling.

Real-time
Ad selection per audience
0
Personally identifiable data stored
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