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Launch HN: Kita (YC W26) – Automate credit review in emerging markets
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Re: Launch HN: Kita (YC W26) – Automate credit review in emerging markets
#12Sidenote: unlike in Tagalog, Kita means “day-care facility for children” in German, so names like Kita Capture and Kita Credit Agent could carry unintended connotations.
Since when did Germany victimize itself into emerging market category? I would be even more worried by the fact that it resembles Keeta, a delivery brand owned by Meituan, which actually operates in a bunch of large emerging markets.
Germany (~5% of SMEs underfunded [0]) isn’t underbanked; it’s just bureaucratically annoying; so more of an UX problem (which Kita helps address) with a somewhat similar outcome.
The US ("63M underbanked businesses") are already targeted: "Automate document review for business loan applications so you can fund more enterprises without scaling your back office." https://www.usekita.com/united-states
[0] https://www.eib.org/files/publications/20230340_econ_eibis_2...
Re: Launch HN: Kita (YC W26) – Automate credit review in emerging markets
#13Sidenote: unlike in Tagalog, Kita means “day-care facility for children” in German, so names like Kita Capture and Kita Credit Agent could carry unintended connotations.
In Croatian, Bosnian and Serbian, kita is a derogatory word...
Re: Launch HN: Kita (YC W26) – Automate credit review in emerging markets
#14The document standardization problem you're describing maps closely to what we see in DeFi infrastructure, different chains, different data formats, no consistent standards, and existing tools breaking on real-world inputs. The "model agnostic base + market-specific fine-tuning" architecture is smart. Curious how you handle cases where the same lender operates across multiple markets with conflicting document conventions, does the model layer stay separate per market or do you find cross-market signal bleeding actually helps fraud detection?
Re: Launch HN: Kita (YC W26) – Automate credit review in emerging markets
#15Hey guys, this sounds very cool. I'd like to have a chat with you as a person working in anti-fraud/credit-risk data science. I wonder if you could generalize this to other situations like the one my company is facing right now (subscription based business).
Re: Launch HN: Kita (YC W26) – Automate credit review in emerging markets
#16As you mentioned, the format of these documents can be wildly different between countries. Curious, do you normalize them to some sort of intermediate representation before running your lending algorithms? How long does it take to spin up a new country or a new domain?
Re: Launch HN: Kita (YC W26) – Automate credit review in emerging markets
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Re: Launch HN: Kita (YC W26) – Automate credit review in emerging markets
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Re: Launch HN: Kita (YC W26) – Automate credit review in emerging markets
#19As you mentioned, the format of these documents can be wildly different between countries. Curious, do you normalize them to some sort of intermediate representation before running your lending algorithms? How long does it take to spin up a new country or a new domain?
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Re: Launch HN: Kita (YC W26) – Automate credit review in emerging markets
#20Hey guys, this sounds very cool. I'd like to have a chat with you as a person working in anti-fraud/credit-risk data science. I wonder if you could generalize this to other situations like the one my company is facing right now (subscription based business).
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