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Brief

Meta Andromeda

Programmatic AdvertisingProduct· part of Meta Ads

Meta Andromeda is a personalized ads retrieval engine built in partnership with NVIDIA that applies machine learning to the earliest stage of Meta's ad delivery pipeline.

Last updated Oct 22, 2026 by the ATDb Editorial Team

Founded
2024
HQ
Menlo Park, California, United States
Parent
Connections
8

AI-drafted from public sources10 sources cited

At a glance

Stock
META
7competitors1corporate family

About

Proprietary next-generation ads retrieval engine powering Meta's global advertising platform, not commercially available to third parties

Meta Andromeda is a personalized ads retrieval engine built in partnership with NVIDIA that applies machine learning to the earliest stage of Meta's ad delivery pipeline. It operates as the first step in a multi-stage recommendation system, narrowing tens of millions of ad candidates down to a few thousand relevant options before more sophisticated ranking models determine the final ads shown to a user. The system uses a deep neural network with increased compute complexity running on the NVIDIA Grace Hopper Superchip, and its deployment across Instagram and Facebook has achieved a six-percent recall improvement in retrieval and an eight-percent improvement in ads quality on selected segments. Andromeda supports Meta's Advantage+ suite, which automates budget allocation, audience targeting, and bid adjustments, with advertisers who activated its AI-driven targeting features reporting a 22-percent increase in return on ad spend. The engine is designed to scale with the growing volume of ad creatives generated through generative AI tools, using a hierarchical index built on deep neural networks to handle that expansion efficiently. Source 1: fb.com — Meta Andromeda: Supercharging Advantage+ automation ...

Business model

Internal Infrastructure / Proprietary Ad Tech Engine

Target market

Enterprise

What they offer

  • Personalized Ads Retrieval Engine

    Core retrieval system that selects the most relevant ads from billions of candidates in real time using advanced ML models running on NVIDIA Grace Hopper and MTIA chips.

  • Advantage+ Automation Integration

    Deep integration with Meta's Advantage+ suite, enabling automated, AI-driven ad targeting and delivery optimization across Facebook, Instagram, and other Meta surfaces.

  • MTIA-Accelerated Inference

    Inference pipeline optimized for Meta's custom MTIA silicon, enabling high-throughput, low-latency ad ranking at global scale.

Key features

+6% improvement in retrieval recall over prior systems+8% improvement in ad quality metricsReal-time retrieval from billions of ad candidatesRuns on NVIDIA Grace Hopper Superchips and Meta MTIA chipsIntegrated with Meta Advantage+ automation suiteGlobal rollout completed October 2025Advanced two-tower and retrieval model architecturesSupports cross-surface ad delivery across Meta's family of apps

Use cases

Personalized ad retrieval for Facebook Feed and StoriesInstagram ad relevance and rankingAdvantage+ Shopping Campaigns optimizationCross-surface ad delivery optimization across Meta appsReal-time bidding and auction-time ad selection

Customer segments

Meta advertisers (all sizes — SMB to enterprise)Meta Advantage+ campaign usersDirect response advertisers on Facebook and InstagramBrand advertisers across Meta's family of apps

Tech & specs

Technology stack

NVIDIA Grace Hopper SuperchipsMeta MTIA (Meta Training and Inference Accelerator)PyTorch (Meta's primary ML framework)Two-tower retrieval model architectureLarge-scale distributed inference infrastructureMeta's internal ads serving and ranking stack

Security & compliance

GDPRCCPAMeta's internal data governance and privacy frameworks

Deployment

Cloud

API

No

Corporate history
  1. 2024 · Founded
Connection details
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