38. Taxes and (Gen)AI

It’s that time of the year when HMRC commences sending nagging reminders to file one’s self assessment taxes, even though the deadline is in January of the next year. I usually leave it till late until I am spending half a day organising the paperwork then beating it into a summary for the (online) forms.

This year, I thought I would make an early start and throw AI at. My tax affairs are not particularly complex, for what it is worth – there was a P60 from work, a final payslip which doubled as a P11D, and a few account summaries from the brokerages I use to manage my relatively stable portfolio.

The plan: ask Claude to build an artifact, which would take the requisite pdfs and produce a summary in markdown format of the actual form.

The verdict: Meh. I consistently found errors in the asset categorisation and the number of disposals whilst burning through lots of tokens. It might be that the extract+analyse+summarise requirement veered too far into the generate rather than purely summarise end of the LLM capability spectrum. As I do have a few more months before filing, I’ll just do it by hand as I have the past few years.

Claude, I am still not impressed.



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