Available now
Rule-based matching
Keys, tolerances, hold windows and batch sums come from configuration. The same input always gives the same result, and every run records the configuration hash that produced it. This is not AI.
AI
AI in Recondora: today and on the roadmap
No AI features are in the product today: matching is rule-based and repeatable. AI match suggestions and break classification are planned for R3 (Q1 2028), and people stay in charge of every decision.
What is available, and when
Available now in the product todayPreview screen with demo data; full workflow in the release shownR1 · Q1 2027 planned release and quarterNot offered not offered and not planned
R3 · Q1 2028
Match suggestions
For items left unmatched, Recondora suggests likely counterparts with a confidence score. A suggestion becomes a match only through maker-checker: a maker proposes it and a different checker approves it.
R3 · Q1 2028
Break classification and routing
Each break gets its probable cause (late settlement, reversal, timeout, duplicate or fee) and is routed to the team that owns it.
R3 · Q1 2028
Suggested reason and next action
The exception workbench shows a suggested reason and next action for each break, for the person working the queue to accept or change.
Not offered
Automatic approval by AI
Not offered and not planned. Force matches, closures and write-offs always need a maker and a different checker, enforced by the server; every proposal and decision goes to the hash-chained audit log.
How AI will work in Recondora
Suggestions, not decisions
- People approve. A suggested match is a proposal; it becomes a match only when a maker proposes it and a different checker approves it.
- Evidence stays. Every proposal and approval is written to the hash-chained audit log, as for any manual action.
- Rules first. Rule-based matching runs first and stays repeatable; suggestions only address what the rules leave unmatched.
- Honest dates. Both AI capabilities are "could have" items for R3 (Q1 2028) in the requirements. Dates are SMH plans and may move.
See it with your own files.
Book a walkthrough: we load sample files from two of your rails, run them through Recondora and show you every match, break and approval.