Meta Andromeda
Andromeda delivers superior personalized ad retrieval at massive scale by combining custom AI hardware with advanced ML models, improving ad quality by 8% and retrieval recall by 6% to maximize advertiser ROI across Meta's platforms.
Last updated Jul 23, 2026 by ATDb automated enrichment
At a glance
About
Proprietary next-generation ads retrieval engine powering Meta's global advertising platform, not commercially available to third parties
Meta Andromeda is an internal AI-powered ads retrieval system developed and operated by Meta, designed to dramatically improve the relevance and quality of personalized advertising across Meta's family of apps. Rolled out in late 2024 and expanded globally in October 2025, Andromeda represents a significant leap in Meta's Advantage+ automation suite, combining advanced machine learning models with purpose-built hardware — specifically NVIDIA Grace Hopper Superchips and Meta's own MTIA (Meta Training and Inference Accelerator) chips — to process and rank massive ad candidate pools with unprecedented efficiency. The system delivers measurable improvements over its predecessors, achieving a +6% increase in retrieval recall and an +8% improvement in ad quality. These gains translate directly into better advertiser ROI and more relevant user experiences, reinforcing Meta's dominant position in the digital advertising market. Andromeda operates as a core infrastructure layer within Meta's ads stack, enabling the retrieval of the most relevant ads from billions of candidates in real time. Within the AdTech ecosystem, Meta Andromeda is significant because it exemplifies the convergence of custom silicon, large-scale AI, and programmatic advertising infrastructure. By vertically integrating hardware and software for ads retrieval, Meta reduces latency, increases throughput, and improves model expressiveness — capabilities that are difficult for competitors to replicate without similar scale and infrastructure investment. Andromeda is not a standalone commercial product but a proprietary engine that powers Meta's advertising business globally.
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
Use cases
Customer segments
Tech & specs
Technology stack
Security & compliance
Deployment
API
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