Help CenterAI & categorization
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AI & categorization

How the AI decides, how to correct it, and how learning works.

10 articles in this section
  1. 01How does the AI decide what category a transaction belongs to?
  2. 02What does the confidence score mean?
  3. 03The AI categorized something wrong. How do I fix it?
  4. 04How does the AI learn from my corrections?
  5. 05Are my learned rules shared with other users?
  6. 06What is a "learning score"?
  7. 07Can I see all the rules the AI has learned?
  8. 08Does the AI handle income too, or just expenses?
  9. 09What if I disagree with how the AI splits a transaction?
  10. 10How do I tell the AI a transaction is personal (not a business expense)?
ARTICLE 01

How does the AI decide what category a transaction belongs to?

For each transaction we send Claude (Anthropic's LLM) the vendor name, amount, date, memo, your business type, and any rules the AI has already learned from your past corrections. Claude returns a category and a confidence score from 0–100. We never send your name, account numbers, or any personally identifiable info.

ARTICLE 02

What does the confidence score mean?

It's how sure Claude is about the category. Green (≥90) means we auto-post the transaction without bothering you. Amber (60–89) means we'll ask you about it in tonight's 6 PM SMS. Red (<60) means we're basically guessing — those always go to SMS for confirmation.

ARTICLE 03

The AI categorized something wrong. How do I fix it?

Click the transaction → click the category badge → pick the correct category. The fix is instant. More importantly: the AI writes a learned rule for that vendor, so it never gets the same vendor wrong again. One correction = permanent fix.

ARTICLE 04

How does the AI learn from my corrections?

Every time you override a category, we save a row to your private learned-rules table: vendor pattern + correct category + which transaction it came from. Next time that vendor (or a normalized variation) appears, the rule fires before we even call Claude. This is why your categorization accuracy goes up week-over-week.

ARTICLE 05

Are my learned rules shared with other users?

No. Your rules are scoped to your account only. The AI doesn't use one user's corrections to influence another user's books. This is a deliberate design choice — your business is unique, and a "Stripe" charge means something different for an e-commerce store than for a SaaS company.

ARTICLE 06

What is a "learning score"?

It's the percentage of your transactions this month that got auto-posted (no SMS needed). A score of 90 means 9 out of every 10 transactions cleared with zero involvement from you. New users typically start at 50–60% and reach 85–95% by month two.

ARTICLE 07

Can I see all the rules the AI has learned?

Yes — under AI Learning in the sidebar. You'll see every rule, where it came from, and how many transactions it's applied to. You can edit or delete any rule from there, which is useful when you change suppliers or your business model shifts.

ARTICLE 08

Does the AI handle income too, or just expenses?

Both. Income detection is actually easier — most income comes from a small number of payment processors (Stripe, Square, PayPal, ACH from your client list). We auto-categorize income by source and let you split a deposit across multiple invoices if needed.

ARTICLE 09

What if I disagree with how the AI splits a transaction?

You can split any transaction into multiple line items: click the transaction → "Split" → enter the amounts and categories. Splits also get learned — if you always split your AT&T bill 70/30 between Business Phone and Personal, the AI will start doing it for you.

ARTICLE 10

How do I tell the AI a transaction is personal (not a business expense)?

Pick the "Personal — Owner Draw" category. The AI learns from this just like any other correction. If you accidentally swiped a personal card on a business purchase, mark it as Owner Contribution and the AI will track the contra-account for your equity.

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Still have questions?

Email the founder. Real reply, within 24 hours, no ticket queue.

brayden@claritybooksai.com