Long Haul
Fans of Farming Simulator 22, SnowRunner, BeamNG.drive gather most in Istanbul (spawn score 1.21).
Qloo vs an LLM alone: same inputs, no taste data
We ask an LLM the same question with the same inputs and no Qloo data, then look up every name it gives in Qloo and score it the same way: how much more your comps' fans like it than gamers in general (×lift).
Spawn points: where to launch
Spawn score: taste × platform × culture · not a sales forecast1Istanbul TR×1.21highconfidence21.34%
$1,066.791.08 taste×1.12 platform=1.21
Taste: fans of your comp set score 0.899 on Qloo's affinity rank here, against 0.832 for gamers in general (the mean of PC, console and mobile player panels). Platform: how strong your platforms are here compared with gaming overall.
Based on 956 heatmap cells. High: at least 150 Qloo heatmap cells and spawn score at least 0.10 away from 1. Medium: at least 50 cells and spawn score at least 0.03 away from 1. Low: anything else.
Sources: q55 your comps, q56 PC, q57 mobile, q58 console
Scout this city : what locals play, and a verdict for your game here.
2Delhi IN×1.13highconfidence19.82%
$991.031.04 taste×1.08 platform=1.13
Taste: fans of your comp set score 0.911 on Qloo's affinity rank here, against 0.875 for gamers in general (the mean of PC, console and mobile player panels). Platform: how strong your platforms are here compared with gaming overall.
Based on 987 heatmap cells. High: at least 150 Qloo heatmap cells and spawn score at least 0.10 away from 1. Medium: at least 50 cells and spawn score at least 0.03 away from 1. Low: anything else.
Sources: q59 your comps, q60 PC, q61 mobile, q62 console
Scout this city : what locals play, and a verdict for your game here.
3Warsaw PL×1.12highconfidence19.71%
$985.751.05 taste×1.07 platform=1.12
Taste: fans of your comp set score 0.807 on Qloo's affinity rank here, against 0.770 for gamers in general (the mean of PC, console and mobile player panels). Platform: how strong your platforms are here compared with gaming overall.
Based on 291 heatmap cells. High: at least 150 Qloo heatmap cells and spawn score at least 0.10 away from 1. Medium: at least 50 cells and spawn score at least 0.03 away from 1. Low: anything else.
Sources: q31 your comps, q32 PC, q33 mobile, q34 console
Scout this city : what locals play, and a verdict for your game here.
4Mumbai IN×1.08mediumconfidence11.44%
$571.891.03 taste×1.05 platform=1.08
Taste: fans of your comp set score 0.911 on Qloo's affinity rank here, against 0.886 for gamers in general (the mean of PC, console and mobile player panels). Platform: how strong your platforms are here compared with gaming overall.
Based on 676 heatmap cells. High: at least 150 Qloo heatmap cells and spawn score at least 0.10 away from 1. Medium: at least 50 cells and spawn score at least 0.03 away from 1. Low: anything else.
Sources: q63 your comps, q64 PC, q65 mobile, q66 console
Scout this city : what locals play, and a verdict for your game here.
5Dubai AE×1.06mediumconfidence11.23%
$561.321.04 taste×1.02 platform=1.06
Taste: fans of your comp set score 0.935 on Qloo's affinity rank here, against 0.897 for gamers in general (the mean of PC, console and mobile player panels). Platform: how strong your platforms are here compared with gaming overall.
Based on 528 heatmap cells. High: at least 150 Qloo heatmap cells and spawn score at least 0.10 away from 1. Medium: at least 50 cells and spawn score at least 0.03 away from 1. Low: anything else.
Sources: q67 your comps, q68 PC, q69 mobile, q70 console
Scout this city : what locals play, and a verdict for your game here.
6Jakarta ID×1.05mediumconfidence11.12%
$556.041.01 taste×1.04 platform=1.05
Taste: fans of your comp set score 0.857 on Qloo's affinity rank here, against 0.845 for gamers in general (the mean of PC, console and mobile player panels). Platform: how strong your platforms are here compared with gaming overall.
Based on 1592 heatmap cells. High: at least 150 Qloo heatmap cells and spawn score at least 0.10 away from 1. Medium: at least 50 cells and spawn score at least 0.03 away from 1. Low: anything else.
Sources: q71 your comps, q72 PC, q73 mobile, q74 console
Scout this city : what locals play, and a verdict for your game here.
7Sao Paulo BR×1.01lowconfidence5.34%
$267.181.03 taste×0.98 platform=1.01
Taste: fans of your comp set score 0.883 on Qloo's affinity rank here, against 0.860 for gamers in general (the mean of PC, console and mobile player panels). Platform: how strong your platforms are here compared with gaming overall.
Based on 1967 heatmap cells. High: at least 150 Qloo heatmap cells and spawn score at least 0.10 away from 1. Medium: at least 50 cells and spawn score at least 0.03 away from 1. Low: anything else.
Sources: q43 your comps, q44 PC, q45 mobile, q46 console
Scout this city : what locals play, and a verdict for your game here.
8Paris FR×0.96mediumconfidence0%
$0.000.98 taste×0.99 platform=0.96
Taste: fans of your comp set score 0.803 on Qloo's affinity rank here, against 0.821 for gamers in general (the mean of PC, console and mobile player panels). Platform: how strong your platforms are here compared with gaming overall.
Based on 767 heatmap cells. High: at least 150 Qloo heatmap cells and spawn score at least 0.10 away from 1. Medium: at least 50 cells and spawn score at least 0.03 away from 1. Low: anything else.
Sources: q27 your comps, q28 PC, q29 mobile, q30 console
Scout this city : what locals play, and a verdict for your game here.
9London GB×0.95mediumconfidence0%
$0.001.12 taste×0.85 platform=0.95
Taste: fans of your comp set score 0.853 on Qloo's affinity rank here, against 0.759 for gamers in general (the mean of PC, console and mobile player panels). Platform: how strong your platforms are here compared with gaming overall.
Based on 1632 heatmap cells. High: at least 150 Qloo heatmap cells and spawn score at least 0.10 away from 1. Medium: at least 50 cells and spawn score at least 0.03 away from 1. Low: anything else.
Sources: q19 your comps, q20 PC, q21 mobile, q22 console
Scout this city : what locals play, and a verdict for your game here.
10Berlin DE×0.94mediumconfidence0%
$0.000.98 taste×0.96 platform=0.94
Taste: fans of your comp set score 0.778 on Qloo's affinity rank here, against 0.792 for gamers in general (the mean of PC, console and mobile player panels). Platform: how strong your platforms are here compared with gaming overall.
Based on 426 heatmap cells. High: at least 150 Qloo heatmap cells and spawn score at least 0.10 away from 1. Medium: at least 50 cells and spawn score at least 0.03 away from 1. Low: anything else.
Sources: q23 your comps, q24 PC, q25 mobile, q26 console
Scout this city : what locals play, and a verdict for your game here.
11Sydney AU×0.93mediumconfidence0%
$0.001.01 taste×0.92 platform=0.93
Taste: fans of your comp set score 0.847 on Qloo's affinity rank here, against 0.841 for gamers in general (the mean of PC, console and mobile player panels). Platform: how strong your platforms are here compared with gaming overall.
Based on 616 heatmap cells. High: at least 150 Qloo heatmap cells and spawn score at least 0.10 away from 1. Medium: at least 50 cells and spawn score at least 0.03 away from 1. Low: anything else.
Sources: q51 your comps, q52 PC, q53 mobile, q54 console
Scout this city : what locals play, and a verdict for your game here.
12Mexico City MX×0.89highconfidence0%
$0.000.95 taste×0.94 platform=0.89
Taste: fans of your comp set score 0.842 on Qloo's affinity rank here, against 0.887 for gamers in general (the mean of PC, console and mobile player panels). Platform: how strong your platforms are here compared with gaming overall.
Based on 955 heatmap cells. High: at least 150 Qloo heatmap cells and spawn score at least 0.10 away from 1. Medium: at least 50 cells and spawn score at least 0.03 away from 1. Low: anything else.
Sources: q47 your comps, q48 PC, q49 mobile, q50 console
Scout this city : what locals play, and a verdict for your game here.
13Toronto CA×0.88highconfidence0%
$0.000.97 taste×0.91 platform=0.88
Taste: fans of your comp set score 0.800 on Qloo's affinity rank here, against 0.828 for gamers in general (the mean of PC, console and mobile player panels). Platform: how strong your platforms are here compared with gaming overall.
Based on 661 heatmap cells. High: at least 150 Qloo heatmap cells and spawn score at least 0.10 away from 1. Medium: at least 50 cells and spawn score at least 0.03 away from 1. Low: anything else.
Sources: q15 your comps, q16 PC, q17 mobile, q18 console
Scout this city : what locals play, and a verdict for your game here.
14New York US×0.85highconfidence0%
$0.000.92 taste×0.92 platform=0.85
Taste: fans of your comp set score 0.791 on Qloo's affinity rank here, against 0.858 for gamers in general (the mean of PC, console and mobile player panels). Platform: how strong your platforms are here compared with gaming overall.
Based on 1597 heatmap cells. High: at least 150 Qloo heatmap cells and spawn score at least 0.10 away from 1. Medium: at least 50 cells and spawn score at least 0.03 away from 1. Low: anything else.
Sources: q3 your comps, q4 PC, q5 mobile, q6 console
Scout this city : what locals play, and a verdict for your game here.
15Los Angeles US×0.84highconfidence0%
$0.000.93 taste×0.91 platform=0.84
Taste: fans of your comp set score 0.790 on Qloo's affinity rank here, against 0.853 for gamers in general (the mean of PC, console and mobile player panels). Platform: how strong your platforms are here compared with gaming overall.
Based on 2336 heatmap cells. High: at least 150 Qloo heatmap cells and spawn score at least 0.10 away from 1. Medium: at least 50 cells and spawn score at least 0.03 away from 1. Low: anything else.
Sources: q7 your comps, q8 PC, q9 mobile, q10 console
Scout this city : what locals play, and a verdict for your game here.
16Chicago US×0.82highconfidence0%
$0.000.90 taste×0.91 platform=0.82
Taste: fans of your comp set score 0.765 on Qloo's affinity rank here, against 0.855 for gamers in general (the mean of PC, console and mobile player panels). Platform: how strong your platforms are here compared with gaming overall.
Based on 606 heatmap cells. High: at least 150 Qloo heatmap cells and spawn score at least 0.10 away from 1. Medium: at least 50 cells and spawn score at least 0.03 away from 1. Low: anything else.
Sources: q11 your comps, q12 PC, q13 mobile, q14 console
Scout this city : what locals play, and a verdict for your game here.
17Seoul KR×0.78highconfidence0%
$0.000.81 taste×0.96 platform=0.78
Taste: fans of your comp set score 0.679 on Qloo's affinity rank here, against 0.834 for gamers in general (the mean of PC, console and mobile player panels). Platform: how strong your platforms are here compared with gaming overall.
Based on 569 heatmap cells. High: at least 150 Qloo heatmap cells and spawn score at least 0.10 away from 1. Medium: at least 50 cells and spawn score at least 0.03 away from 1. Low: anything else.
Sources: q39 your comps, q40 PC, q41 mobile, q42 console
Scout this city : what locals play, and a verdict for your game here.
18Tokyo JP×0.54highconfidence0%
$0.000.79 taste×0.68 platform=0.54
Taste: fans of your comp set score 0.586 on Qloo's affinity rank here, against 0.738 for gamers in general (the mean of PC, console and mobile player panels). Platform: how strong your platforms are here compared with gaming overall.
Based on 680 heatmap cells. High: at least 150 Qloo heatmap cells and spawn score at least 0.10 away from 1. Medium: at least 50 cells and spawn score at least 0.03 away from 1. Low: anything else.
Sources: q35 your comps, q36 PC, q37 mobile, q38 console
Scout this city : what locals play, and a verdict for your game here.
Rivals: games your fans also love
Your comps, then the games Qloo says their fans also love, with why. q2

Farming Simulator 22

SnowRunner
BeamNG.drive
Who's in the party: your audience by age and gender
How this audience over- or under-indexes against the average, by age and gender. Source: Qloo demographics q75
Allies: partners to recruit
Legendary ≥ 95 affinity · Rare ≥ 90Co-marketing and sponsorship leads: artists for launch events and streams, podcasts for ad reads, films and brands for collaborations. Sorted by how much more your fans like each one than gamers in general (×lift). Local picks compare against gamers in that city.
Where to market first: Podcasts ×1.08 › Films ×1.04 › Artists ×1.03 › Brands ×1.01 (median lift of each list: the medium where these fans stand out most)
Launch actions: what to do in your top 3 cities
#1 · TR
Istanbul
Localise into
Turkish
Geo-target
41.01, 28.98 · 30 km radius
Local partners
PS I Love You XOXO: PlayStation Podcast by Kinda Funny (podcast, ×1.03)The Talk Show With John Gruber (podcast, ×1.02)Creed II (movie, ×1.02)
Audience
Strongest age band 35-44 (+1.8%); leans male (+37.1%) (whole audience)
#2 · IN
Delhi
Localise into
Hindi, English
Geo-target
28.61, 77.21 · 30 km radius
Local partners
Hotel Mumbai (movie, ×1.03)Aero Chord (artist, ×1.01)Mission: Impossible - Fallout (movie, ×1.01)
Audience
Strongest age band 35-44 (+1.8%); leans male (+37.1%) (whole audience)
#3 · PL
Warsaw
Localise into
Polish
Geo-target
52.23, 21.01 · 20 km radius
Local partners
Giant Bombcast (podcast, ×1.03)The Comedy Button (podcast, ×1.02)Shut Up & Sit Down (podcast, ×1.01)
Audience
Strongest age band 35-44 (+1.8%); leans male (+37.1%) (whole audience)
Copied from the plan, with no AI. Languages come from a static table, not Qloo; the radius is the one Qloo's heatmap used. The CSV is a plain spreadsheet, not an ad platform's import format.
Battle plan: the brief
Written by gemma4:31b, grounded on Qloo dataWhere to Launch
Based on the affinity index, the top three cities for Long Haul are Istanbul with a spawn score of 1.21 and high confidence q55, Delhi with a spawn score of 1.12 and high confidence q59, and Warsaw with a spawn score of 1.12 and high confidence q31.
Who the Players Are
The audience skews male by +37.1% and female by -37.1% q75. Age skews include +1.8% for 35-44, -5.7% for 24 and under, -10.5% for 25-29, -14.6% for 30-34, -28.9% for 45-54, and -21.4% for 55+ q75.
Who to Partner With
Potential partners include artists Jaroslav Beck, FamilyJules, Mick Gordon, Mike Ault, and Friedrich Habetler q76. Brand partnerships could include Newegg, Digital Storm Online, ASTRO Gaming, Turtle Beach, and EVGA Corporation q79.
Read this before you spend
- Affinity index, not a sales forecast.
- Qloo measures taste affinity from consumption data, not sales or wishlists.
- New indie games are usually not in Qloo yet, so the plan works through comparable games.
- City-level results cannot be validated with free public data.
- Brands are global: Qloo brand affinity ignores location.
- Spawn score = taste lift x platform fit x culture fit, all from Qloo heatmaps.
- Accuracy: on held-out games with no real-world setting, an LLM without Qloo data found the top country (by Google Trends) more often than this ranking, which has a city-level bias. It does better when the game has a real-world setting. A Steam-review backtest on 6 shipped games also lost to plain popularity. Numbers: docs/scenario-results.md and docs/backtest-results.md.
- Treat the ranking as a taste-informed starting hypothesis and test it with small campaigns.
- Launch actions: languages come from a static table, not Qloo. The geo-target radius is the one Qloo's heatmap used.