StreamingMemeStreamingMemeBuyers Guide
AboutLeaderboardsEventsSubmit News
Subscribe

Daily Brief

The streaming industry in your inbox every morning.

Daily Brief

The streaming industry in your inbox every morning.

StreamingMemeStreamingMeme

The independent buyers guide and news aggregator for the streaming technology industry.

Explore

Buyers GuideLeaderboardsEventsSubmit News

Stay updated

Weekly digest of new companies and streaming news.

Categories

Encoding & SoftwareVideo Delivery & CDNStreaming PlatformsAI for VideoProduction HardwareBusiness NewsMonetization & Ad TechRegulatory & Policy

© 2026 StreamingMeme. All rights reserved.

AboutPrivacy PolicyTermsContact
EncodingCDNPlatformsAI & VideoHardwareBusinessAd TechPolicy
← Monetization & Ad Tech
Ad TechTechnical DevelopmentDecember 2, 2024

Meta’s Andromeda boosts ad retrieval with 6% recall gain

Meta’s Andromeda boosts ad retrieval with 6% recall gain
Engineering at Meta

Meta has developed Andromeda, a personalized ads retrieval engine leveraging NVIDIA Grace Hopper Superchip and Meta Training and Inference Accelerator (MTIA) hardware, to enhance its Advantage+ automation for ad recommendations. This system utilizes deep neural networks and hierarchical indexing to improve personalization and ad performance, achieving a +6% recall improvement and +8% ads quality improvement on selected segments within Instagram and Facebook applications. Andromeda is designed to scale with the exponential growth of ad creatives generated by generative AI tools, increasing efficiency and return on ad spend for advertisers.

Key Takeaways

  • Retrieval is the first stage in Meta’s ads recommendation system, filtering tens of millions of ad candidates down to a few thousand.
  • Andromeda’s deployment across Instagram and Facebook delivered a 6% recall improvement and an 8% ads quality improvement on selected segments.
  • Meta says more than a million advertisers used its GenAI tools in a month to create more than 15 million ads.
  • Advantage+ automation is increasing eligible ads through audience creation, budget allocation, dynamic placement, and creative generation.
  • Meta says its hierarchical index and model elasticity are designed to scale retrieval as ad creatives grow from AI-generated content.

Why It Matters

Meta is pushing more complexity into the retrieval layer, where ad candidates are narrowed before ranking models make the final selection. The immediate effect is better personalization and higher return on ad spend for advertisers, at least on the segments Meta measured. More broadly, Andromeda shows Meta adapting its ads stack to the growth in AI-generated creatives and to the demands of near real-time automation in Advantage+. The key watch item is whether Meta extends the reported 6% recall and 8% ads quality gains beyond the selected Instagram and Facebook segments.


Read full article at engineering.fb.com

Get this in your inbox → Subscribe

Enjoy our coverage?

Add StreamingMeme as a preferred source on Google to see more of our streaming news at the top of your Search results.

Add as preferred source

Related Articles

Red5: MOQ hits the monetization wall—and SCTE-35 is the ladder
Yahoo Finance: Genius Sports biometric study ties live-sports emotion to ad recall
Magnite: Magnite Details $130M Investment in Hybrid Ad Tech Infrastructure
Marketing Dive: Warner Bros. Discovery Deploys AWS Agentic AI to Unify Ad Stack

Newest

about 2 hours ago
AOL: UK Government considers complete Freeview switch-off between 2034 and 2044
about 2 hours ago
Broadcast: Games of the Future 2026 secures global streaming and broadcast distribution
about 3 hours ago
Investing.com: Alphabet upgraded as Google Cloud revenue surges 82% on AI demand
about 3 hours ago
The Desk: Phynd launches ad-supported cloud gaming beta on LG webOS
about 4 hours ago
Kalkine Media: Adveritas hits A$16.3M recurring revenue, shifts toward cash flow breakeven
about 9 hours ago
MediaPost: Microsoft launches Project Perception to defend programmatic supply chains from AI-driven fraud
about 9 hours ago
Digiday: IAB Redefining Media Types Standard targets automated video ad transparency
about 9 hours ago
AdExchanger: Streaming ad tech consolidation turns independent platforms into proprietary gardens
about 9 hours ago
VentureBeat: Moonshot AI releases Kimi K3 weights with $20M revenue licensing threshold
about 9 hours ago
The Fast Mode: AMD and South Korea Partner to Build Heterogeneous Sovereign AI Infrastructure
about 9 hours ago
Hyper.ai: Google DeepMind and UC Riverside launch framework to trace synthetic video
about 9 hours ago
Exame: Brazil launches TV 3.0 with 4K VVC and interactive IP layers
about 9 hours ago
Advanced Television: Roku and Fire TV solidify gatekeeper status as OS influence grows
about 9 hours ago
AdExchanger: Google mandates biometric passkeys for Ads API as AI costs reshape agency deals
1 day ago
Hackernoon: Production voice pipeline solves African language latency and hallucination problems
1 day ago
Design & Reuse: Stricter ETSI secure boot standards mandate hardware-level chain of trust
1 day ago
SiliconANGLE: Dell and AMD target cloud token costs with modular AI inference
1 day ago
GlobeNewswire: Kaltura serves 7 million concurrent World Cup viewers using microservices architecture
1 day ago
Master of Code Global: Multimodal AI latency framework tackles processing bottlenecks in enterprise pipelines
1 day ago
Tech Xplore: Google and UC Riverside unveil SAGA tool to trace AI video origins

Upcoming Events

Jul
29–30
Buffer-Free VideoSeattle
Aug
17–20
SET EXPOSao Paulo
Sep
11–14
IBCAmsterdam
Sep
13
SportsPro Streamtime Sports LiveAmsterdam
Sep
16–18
RTC.ONKrakow
View all events →

Top Sources

  1. 1.Sports Video Group105
  2. 2.SiliconANGLE93
  3. 3.AdExchanger66
  4. 4.Tech Times65
  5. 5.YouTube62
  6. 6.TechCrunch56
  7. 7.PPC Land51
  8. 8.arXiv50
Full leaderboards →

Newest

about 2 hours ago
AOL: UK Government considers complete Freeview switch-off between 2034 and 2044
about 2 hours ago
Broadcast: Games of the Future 2026 secures global streaming and broadcast distribution
about 3 hours ago
Investing.com: Alphabet upgraded as Google Cloud revenue surges 82% on AI demand
about 3 hours ago
The Desk: Phynd launches ad-supported cloud gaming beta on LG webOS
about 4 hours ago
Kalkine Media: Adveritas hits A$16.3M recurring revenue, shifts toward cash flow breakeven
about 9 hours ago
MediaPost: Microsoft launches Project Perception to defend programmatic supply chains from AI-driven fraud
about 9 hours ago
Digiday: IAB Redefining Media Types Standard targets automated video ad transparency
about 9 hours ago
AdExchanger: Streaming ad tech consolidation turns independent platforms into proprietary gardens
about 9 hours ago
VentureBeat: Moonshot AI releases Kimi K3 weights with $20M revenue licensing threshold
about 9 hours ago
The Fast Mode: AMD and South Korea Partner to Build Heterogeneous Sovereign AI Infrastructure
about 9 hours ago
Hyper.ai: Google DeepMind and UC Riverside launch framework to trace synthetic video
about 9 hours ago
Exame: Brazil launches TV 3.0 with 4K VVC and interactive IP layers
about 9 hours ago
Advanced Television: Roku and Fire TV solidify gatekeeper status as OS influence grows
about 9 hours ago
AdExchanger: Google mandates biometric passkeys for Ads API as AI costs reshape agency deals
1 day ago
Hackernoon: Production voice pipeline solves African language latency and hallucination problems
1 day ago
Design & Reuse: Stricter ETSI secure boot standards mandate hardware-level chain of trust
1 day ago
SiliconANGLE: Dell and AMD target cloud token costs with modular AI inference
1 day ago
GlobeNewswire: Kaltura serves 7 million concurrent World Cup viewers using microservices architecture
1 day ago
Master of Code Global: Multimodal AI latency framework tackles processing bottlenecks in enterprise pipelines
1 day ago
Tech Xplore: Google and UC Riverside unveil SAGA tool to trace AI video origins

Upcoming Events

Jul
29–30
Buffer-Free VideoSeattle
Aug
17–20
SET EXPOSao Paulo
Sep
11–14
IBCAmsterdam
Sep
13
SportsPro Streamtime Sports LiveAmsterdam
Sep
16–18
RTC.ONKrakow
View all events →

Top Sources

  1. 1.Sports Video Group105
  2. 2.SiliconANGLE93
  3. 3.AdExchanger66
  4. 4.Tech Times65
  5. 5.YouTube62
  6. 6.TechCrunch56
  7. 7.PPC Land51
  8. 8.arXiv50
Full leaderboards →