What changed?
Connect the check-in baseline to the clerk's check-out finding and source page.

Research-led support for fair deposit discussions
End-of-tenancy decisions become difficult when evidence is spread across long reports, terminology varies and a fair amount needs context. FairDeductions was built to make that work clearer, more consistent and easier to review.
Evidence linked. Human approved. Built for UK tenancy workflows.
The problem we are solving
A check-out report can contain hundreds of observations. Some describe cleaning, some damage, some fair wear and tear, and others work for the landlord to investigate. The important finding may be a few words inside a long item description.
Landlords need a practical starting point for discussion. Tenants need to understand what is being proposed and why. Both need the original evidence to remain visible.
FairDeductions brings those decisions into one structured, reviewable proposal.
Connect the check-in baseline to the clerk's check-out finding and source page.
Separate possible tenant deductions from landlord maintenance, queries and fair wear.
Suggest a proportionate remedy and opening amount, with uncertainty made clear.
Ongoing product research
The product is tested against varied report structures and terminology. What we learn is turned into general methods that can work across providers, rather than rules written for one property or one report template.
How different inventory providers use keys, abbreviations, tables and responsibility labels to describe the same underlying issue.
How rooms and items can still be compared when references, descriptions or report structures change between check-in and check-out.
How the evidence supports cleaning, removal, repair, replacement, inspection or no separate charge without treating every difference as a claim.
Where the baseline, photographs, item identity, age, quality or pricing evidence is too weak for a confident suggestion.
The FairDeductions method
The terminology key, room structure, item wording and source pages are considered before individual observations are classified.
Check-in condition and check-out findings are matched using references where possible, then room and item context where references have changed.
Possible tenant deductions are separated from landlord work and queries, categorised, priced and adjusted for the evidence available.
Every item, amount and explanation remains reviewable. FairDeductions organises the evidence; the user makes the final decision.
Why proportion matters
Genuine loss can be difficult to explain when the report is long or incomplete. A structured proposal helps the landlord check the evidence, avoid unsupported claims and start with a figure they can explain.
A tenant should be able to see what is being proposed, the reason for it and the amount. Clearer evidence and proportionate figures can reduce confusion and make agreement more achievable.
Built for this specific job
FairDeductions grew from years of property-sector experience and hands-on work with the way inventory and check-out reports are produced. The product combines that context with ongoing testing of evidence extraction, matching, responsibility language, remedies and pricing.
It is not a generic chatbot and it does not determine liability or guarantee an adjudication outcome. It organises the available evidence, identifies gaps and prepares an editable opening proposal for a person to approve.
Our aim is straightforward: better reporting, stronger evidence and fairer outcomes for everyone.