Without Qloo vs with Qloo
Same model (claude-sonnet-5-5), same group, same writing rules. The only difference: no Qloo tools. Generated once on 2026-10-22 and stored.
Without Qloo
Matsuri, Indiranagar
Qloo has it as Matsuri · 10-6, Lavelle Road Shanthala Nagar, Ashok Nagar Bengaluru, Karnataka 560001 India
- Nisha: Nisha, you get proper sushi and Japanese comfort food in a cosy, buzzy spot that feels perfect for a Friday night out.
- Arjun: Arjun, there are solid vegetarian options like veg sushi, tempura and noodles, so you won't be stuck with a sad side dish, and we can grab filter coffee and a masala dosa somewhere nearby afterwards.
These reasons aren't checked against any data.
With Qloo (the plan above)
Don't Tell Mama
- Nisha: Nisha, this lively spot connects to your Taylor Swift and Friends vibe, and it has an Oriental menu too, so you've got options.
- Arjun: Arjun, it also links to your Ilaiyaraaja and Super Deluxe taste, and the menu has plenty of vegetarian dishes for you.
Every reason cites Qloo evidence; see the X-ray.
How this is measured, and what it doesn't prove
Both places are scored the same way: Qloo's affinity for each friend, from that friend's own tastes, turned into a percentile among the 16 candidate places plus the no-Qloo pick (100 = their best match there). Raw affinities: Nisha 0.775 vs 0.754; Arjun 0.801 vs 0.828.
This uses Qloo's own taste model as the yardstick, and the candidate places are Qloo's recommendations, so it shows how far a generic guess is from each friend's taste profile. It isn't an independent test of whether real people would enjoy the evening more. The parts that need no Qloo score: whether a pick breaks someone's limits, and whether a reason is backed by data.