Meta ads
@akshitraja
Meta's Andromeda retrieval engine shortlists a few thousand ads per user from tens of millions BEFORE the auction, by matching creative vectors to user vectors; if your ad is not in the shortlist, bid and budget are irrelevant, so ship genuinely different creative concepts, not minor variants.
12k plays · 03 Oct 2026

What they said
- Meta serves an ad in two steps.
- Step 1 = retrieval engine called Andromeda. It shortlists "a few thousand" ads for that user out of "crores" (tens of millions) of ads.
- Step 2 = auction/ranking among the few thousand remaining. The winner is picked depending on bid, campaign budget and ad quality (caption also says estimated action rates).
- If your ad is not selected in step 1, bid and budget do not matter at all ("फरक ही नहीं पड़ता").
- How shortlisting works:
- Andromeda converts your creative into a vector. AI models understand numbers, not words or images; a vector is an array of numbers holding the semantic meaning: your proposition, pain point, messaging, visuals (the animation labels the four: Proposition, Pain point, Messaging, Visuals; example vector values like 0.82, 0.13, 0.67).
- The creative vector is plotted as a point on an "embedding map".
- The user is also converted to a vector (interests, behaviour, demographics, per the diagram labels) and plotted on the same map. (Transcript 30-60s is partly truncated in the file; this part is reconstructed from the frames and caption.)
- More similarity = less distance between points. That is how targeting/shortlisting is defined.
- Worked example: user is point E; creatives that sit very near (point A and neighbours) closely match their interests and demographics, so those get shortlisted. Far-away creatives are "ignored" (label on frame 76-78s).
- Closing: "this is the first step, called Andromeda, the retrieval mechanism to shortlist the ads."
- Caption adds: genuinely different creative concepts matter more than ten minor variations of the same ad. Teases a next video on "what makes two creatives meaningfully different for Meta".

Try this
- Meta advertisers: Build 4 to 6 creatives that differ in concept, not in colour or crop. Change the customer motive (gift, self-reward, bundle, occasion), the pain point or the format (UGC, product-only, founder story).
- Sellers with several products or benefits: Give each pain point or benefit its own ad. Each one lands in a different part of the audience, so you reach more people than ten edits of one hook would.
- Test properly: Judge each concept on cost per purchase after enough spend, and retire concepts that look alike in the first seconds.
- Agencies and freelancers: Use the two-step model (retrieval, then auction) to explain to clients why you want concept variety in the creative budget, not just more edits.
- Creators: A talking head over a simple animated diagram is a cheap, repeatable explainer format. End with a teaser for part two.
- Keep perspective: It is a simplified model, so check Meta's engineering blog before acting on the details.

Links
- Meta Andromeda (Meta's ad retrieval engine). Source link given by creator in a comment reply: https://engineering.fb.com/2024/12/02/production-engineering/meta-andromeda-advantage-automation-next-gen-personalized-ads-retrieval-engine/ (Meta Engineering blog; creator says it says retrieval narrows tens of millions of candidates to a few thousand before ranking).
- Hashtags: #MetaAndromeda #MetaAds #FacebookAds #EcommerceMarketing #PerformanceMarketing.
- @trialandai tagged as co-author.
- Music: "snowfall" by Øneheart, reidenshi (background).
- A commenter suggested salfars.com (some tool; irrelevant, creator replied "No i will try phot.ai").

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