AI Asset-Manager Observatory: Where the Machines Disagree

AI ASSET-MANAGER OBSERVATORY · DEEP DIVE

Europe wins the mentions. The headline still goes to BlackRock.

20 buyer questions, three engines, 524 saved answers. The flagship dashboard shows the aggregate; this deep dive cuts the same corpus by question, engine mode and country. Europe holds roughly four out of five mentions, and still loses the first name. The machines hand the shelf position to a US giant the moment they search the web.

The flip, by mode

Who is named first when the engine searches the web, versus when it answers from memory. The winner swaps.

Same question, different mode, different winner. Grounded searches the web and puts BlackRock first; recall answers from memory and puts Amundi first. The aggregate leaderboard hides both.

Where Europe wins, where it loses

The same 524 answers from the deep-dive run, cut by mode and by country. Europe’s moat is real, and it has a hole in Spain.

Grounded vs recall · country cuts
+EU firms hold 78.7% of mentions in grounded mode and 82.7% in recall
−BlackRock is named first 31 times in grounded mode, against 21 for Amundi
+German question: DWS is first in 17 of 28 answers, Allianz GI in 10. EU share 96%
−Spanish question: a US firm is named first in 19 of 30 answers (Vanguard 12, BlackRock 7)

EuropeanUS giant

    Deep research

    Four observations from cutting the same corpus four ways. Every number traces to a saved raw answer.

    01
    The aggregate flatters Europe
    Across all 524 deep-dive answers, EU firms take about 81% of mentions and 71% of first places. But the top of the leaderboard is a US story in grounded mode: BlackRock is named first 31 times against 21 for Amundi. Mentions are the aisle, first place is the shelf, and distribution notices the shelf.
    02
    Country is the local-bias machine
    Germany: DWS first in 17 of 28 answers, Allianz GI in 10, 96% EU share. Netherlands: Robeco, Brand New Day and Meesman lead, 83% EU. Spain: Vanguard first in 12 of 30, Santander AM in 9, BlackRock in 7, 65% EU, the weakest local score in the set. The Spanish prompt is written from an advisor’s seat, and the machines still answer Vanguard first. For a European manager, the local-language question is the highest-leverage surface in this study.
    03
    Some categories are captive
    Institutional mandates: Amundi first in 19 of 20 answers. Passive and ETF: BlackRock 70%. Income and dividend: BlackRock 85%. Emerging markets: Amundi 67%. Thematic and innovation: Pictet 70%. Categories have defaults, and the default is the prize.
    04
    ESG is Europe’s
    The ESG prompt returns a 97% EU mention share, the highest in the set. Robeco leads grounded, Nordea leads recall. US giants are barely in frame. It is the one category where the moat is already dug.
    The market behind the answers

    Amundi ended 2025 at €2,380bn of AUM, Europe’s largest manager. BlackRock ended 2025 at $14.04tn, the world’s largest. EFAMA estimates roughly €34tn of assets managed in Europe in Q3 2025. The machines mostly recommend the same firms the market already put at the top; the question is which of those firms gets the first line.

    Sources

    Method. Three engines, one grounded (Gemini, web search on) and two recall (DeepSeek, Mistral, search off), run against a frozen set of 20 buyer prompts. This deep dive scans the full saved corpus as of 8 August 2026: valid answers, counted against a fixed roster of 108 managers and aliases (89 EU, 19 GLOBAL). Every number traces to a saved raw answer and passed the validation gate with no blockers. The flagship dashboard is based on the first 487 answers of the English base run of the English base run; the corpus has grown since. Sub-brands are disclosed: iShares counts to BlackRock. This measures what the machines say, not fund quality or AUM. It is a sampling, not a census.

    The AI Asset-Manager Observatory · Deep Dive · re-run quarterly · roodhorst.eu · Notes from a European Operator


    Victor Roodhorst measures how European asset managers show up in AI answers and publishes the AI Share of Voice Index for European Asset Management every quarter. He also works as a Marketing Manager for Allianz Global Investors, dedicated to Allianz Distribution Networks Belgium. Based in Madrid. Works in English, Dutch, French, Spanish and German.