Categorization - Jobs & Desired Outcomes¶
Confirmed Outcomes¶
Corroborated by 2+ sources
Job: Classify bank transactions into budget categories for variance analysis¶
| Desired Outcome | Status | Solved By |
|---|---|---|
| Minimize the time spent on manual transaction classification | ✅ Solved | Categorization |
| Reduce the frequency of classification errors that pollute category reporting | ✅ Solved | Categorization |
| Increase the ability to reclassify historical transactions without support tickets | ✅ Solved | Categorization |
| Reduce reliance on inconsistent free-form memo text for categorization | ✅ Solved | Categorization |
Sources: - Euroports (2025-10-27) - Currently doing manual classification in Cash Analytics, errors lead to "pollution of other categories" - Personio (2024-10-03) - "Way too much of my time is spent on data validation" / Manual VLOOKUP on free-form memo text
Job: Support downstream teams (AR, AP, Accounting) with granular transaction data¶
| Desired Outcome | Status | Solved By |
|---|---|---|
| Minimize the time downstream teams spend identifying specific transactions | ⚠️ Partial | Categorization |
| Increase usefulness of Treasury's categorized data for GL postings | ⚠️ Partial | Categorization |
Gaps: No direct GL integration. Categorization helps but downstream workflows still manual.
Sources: - Sonder (2024-10-01) - "We're doing this for our other AP AR teams where it's easier for them to identify or create journal entries" - Erik - ON (2024-10-24) - "how much detail can you give us on where to allocate, because it could be really helpful for accounting team" - Rodrigo
Emerging Signals¶
Single source - needs corroboration
Potential Job: Tell stories with Treasury data using categories¶
Potential Outcomes: - Minimize the number of categories to reduce chart/report clutter - Increase the ability to forecast accurately by category type - Reduce mental maintenance when new suppliers/vendors are added
Source: Sonder (2024-10-01) - "On a Treasury level, all I want to see is collections. What's your overall collections?" - Erik
Potential Job: Reconcile bank transactions to ERP continuously (not just monthly)¶
Potential Outcomes: - Minimize the time between transaction occurrence and posting to correct GL - Reduce the end-of-month crunch of unprocessed transactions - Increase visibility into actual cash balances throughout the month
Source: ON (2024-10-24) - "It will be much more often and not only once a month, but maybe every day have an actual reconciliation of the banks" - Rodrigo
Potential Job: Identify and book unprocessed bank transactions to correct accounts¶
Potential Outcomes: - Minimize the time spent manually identifying where transactions belong - Reduce the number of transactions sitting in interim/unidentified accounts - Increase the automation of transaction-to-GL matching beyond simple rule-based systems
Source: ON (2024-10-24) - "If we could have already an idea of how it has been booked in the past, it would solve a lot of problems for sure" - Rodrigo