Report-quality review
Run a paired sample through FairDeductions to see what was extracted, what matched and where clearer wording, references or photographs would improve a later deduction review.
Report improvement and provider support
Use FairDeductions to strengthen your reports and extend your service.
The aim is not to replace professional inventory work. It is to make the evidence easier for clients, tenants, reviewers and responsible AI tools to follow.
AI-readiness guidance
Receive practical advice on selectable text, stable item references, terminology keys, photograph linkage and report structure so future evidence is easier to interpret reliably.
Permission-based format profiling
With your explicit permission, we can study sample layouts, terminology and reference patterns to document the characteristics of your reports and improve compatibility with your format.
An additional client service
Offer clients an optional next step after check-out: an evidence-linked draft of proposed deductions for the landlord or agent to review, edit and approve.
Permission comes first.
Normal report processing is separate from provider-specific compatibility work. We agree what may be reviewed and how its structural characteristics may be used before carrying out any format profiling. Reports are not silently used to create a provider profile.
Start here
Seven habits that make the biggest difference
These improve both the human evidence trail and the quality of the automated comparison. They do not require a particular inventory platform or template.
Keep every reference stable
Give each room and item one persistent reference and retain it at check-out. If new evidence is added, use a new sub-reference instead of renumbering the existing schedule.
Photograph every listed item twice
Capture each item or surface at check-in and check-out, including those with no apparent issue. The check-in image establishes the starting point; the check-out image records the final condition.
Use the same room and item names
Keep labels such as Bedroom 1, Living room door and Dining table unchanged. If a label must change, include the former name so the evidence can still be followed.
Give each furniture item its own row
Do not place a sofa, table, lamp and chairs in one furniture box. Give each separately identifiable item its own reference, condition comment and photograph links so any check-out issue points to the correct object.
Describe what is observable
Name the surface or item, the location of the issue and its extent. Separate cleanliness, damage, maintenance and missing items instead of combining them into one broad comment.
Define every code and status
Include a written terminology key near the beginning or end of the report. Explain abbreviations such as TR, FWT and LL, and never rely on colour or an icon alone.
Issue a complete, readable PDF
Export selectable text, retain all pages and use images that remain clear when enlarged. Avoid password protection, broken page order and scans where the schedule text cannot be read.
Worked example
A strong report pair keeps the evidence thread unbroken.
The reference, room and item remain stable. The wording identifies what changed, and every photograph can be traced back to the same schedule row.
Check-in
- Reference
- 6.4
- Room and item
- Living room | Door
- Condition
- White painted timber door. Clean and secure. Existing 20 mm scuff to lower-right edge.
- Photographs
- CI-6.4-01 whole door; CI-6.4-02 existing scuff close-up.
Check-out
- Reference
- 6.4 retained
- Room and item
- Living room | Door
- Condition
- New split approximately 40 mm beside the lower hinge; door catches when closing. Existing lower-edge scuff unchanged.
- Photographs
- CO-6.4-01 repeated whole-door view; CO-6.4-02 split with scale.
Keep the observation separate from the classification.
For example: Clerk classification: TR - Tenant responsibility under the report key. This preserves what the clerk decided without presenting it as a legal conclusion or hiding the visible evidence behind a code.
Furniture schedules
One identifiable item per row.
A broad furniture row can make it impossible to tell which object a condition comment, photograph or responsibility label belongs to. Separate the items even when they sit together in the same room.
A sensible exception for matching sets
A set such as four identical dining chairs may share one row when every chair has the same condition. Give any chair with a different mark, defect or action its own sub-reference.
Avoid
Ref 5.3
Furniture
Sofa, armchair, coffee table, television unit, floor lamp, side table and four dining chairs. Needs cleaning - Tenant.
Which item needs cleaning, and which photograph proves it?
Better
5.3
Sofa
Grey fabric; clean with no material change.
5.4
Coffee table
Sticky residue across the top surface. NC - Needs cleaning.
5.5
Floor lamp
Cream shade torn on the rear edge; new at check-out.
5.6
Dining chairs x4
Matching set; all clean and in the same condition.
Each row can now carry its own check-in and check-out photographs, action label and evidence trail without asking the reader to guess.
Photographing the tenancy
Build a baseline, not just a gallery of defects.
A check-out photograph is much more useful when the same item was photographed at check-in. Cover apparently sound items as well as obvious issues.
- 01
Show the setting
Take one wide photograph that places the item in the correct room or area.
- 02
Show the whole item
Use a straight, well-lit view with enough surrounding detail to confirm identity.
- 03
Show the condition
Add close-ups for marks, damage, cleanliness or missing components without losing context.
- 04
Show useful scale
Where size affects the remedy, include a ruler or another reliable scale reference.
- 05
Repeat the viewpoint
At check-out, repeat the check-in angle and then add any extra views needed for the issue.
- 06
Caption every image
Include inspection type, room, item reference and a unique photograph number in text.
When no check-in photograph exists
Still take clear check-out photographs and record the limitation. FairDeductions can assess the visible final condition and likely remedy, but it cannot manufacture a photographic starting point and should show lower evidence confidence.
When an item is missing
Retain the check-in image that identifies the item, photograph the area where it should be at check-out and state the absence clearly in the written row. Do not substitute an unrelated photograph.
Condition wording
Write for the next person who was not at the inspection.
Specific wording helps the landlord, tenant, adjudicator and FairDeductions understand the same observation without guessing.
Cleanliness
Too broad
Dirty.
Stronger evidence
Grease film across the hob surface and controls, with crumbs in the front-left burner channel.
Damage
Too broad
Wall damaged.
Stronger evidence
Three blue adhesive marks at mid height and two dark scuffs approximately 100 mm above the skirting beside the door.
No change
Too broad
As inventory.
Stronger evidence
No material change from check-in ref 3.2. The existing chip to the rear edge remains visible.
Responsibility flag
Too broad
Tenant.
Stronger evidence
Observation: new split beside the lower hinge. Clerk classification: TR - Tenant responsibility under the report key.
Terminology and abbreviations
Define the key, then keep using it consistently.
Your business can use its own terminology. Place the key near the start or end of every issued report, define each code in plain text and repeat the full action at item level where practical.
Preferred row format
Ref 8.1 | NC - Needs cleaning | Oven interior has grease deposits to the base and rear panel.
- TR
- Tenant responsibility
- Record this as the clerk's classification, separately from the observed condition.
- LL
- Landlord responsibility or action
- State whether this means maintenance, repair or another landlord action.
- FWT
- Fair wear and tear
- Use only where this is the clerk's stated interpretation and retain the supporting observation.
- Q / INV
- Query or investigate
- State what needs checking and avoid presenting an unresolved query as a confirmed deduction.
- NC
- Needs cleaning
- Describe the specific cleaning issue as well as the code.
Before issuing the PDF
Ten-point final check
A short quality check at issue time can prevent a lengthy manual review at the end of the tenancy.
- The cover shows the full property address, report type and inspection date.
- Room names, item names and references match the earlier report, with separately identifiable furniture items kept in their own rows.
- New items use new references without renumbering existing items.
- Every condition comment describes a visible or tested observation.
- Pre-existing defects are distinguished from new findings.
- Every listed item or surface has traceable photographs at both inspections where access allowed.
- Photograph captions use the same room and item references as the schedule.
- Abbreviations, colours and responsibility statuses are defined in text.
- Inaccessible, untested or obscured areas are recorded as limitations.
- The final PDF has selectable text, readable images, all pages and a dated comments or acknowledgement section.
How FairDeductions uses the report
The report remains the evidence. AI helps organise it.
01
Read
Extract the report type, rooms, items, condition wording, references and source pages.
02
Assess
Score digital readability, evidence readiness and how well the two reports can be compared.
03
Match
Use stable references first, then room, item and wording when a reference has changed or is missing.
04
Review
Present clerk classifications and possible deductions for a person to check and approve.
FairDeductions does not certify an inventory, determine liability or predict an adjudicator's decision. A well-structured report reduces manual uncertainty, but the user must still check the source evidence and approve every proposed deduction.
Contact us
Talk to us about your reports or a provider partnership.
Contact us if you would like further information, want feedback on your report format, or would like to discuss offering evidence-linked proposed deductions as an additional service to your clients.
Inventory provider enquiries
info@blueskyinventories.org