Inspect
Read the photographIndependent visual inspection looks for damage, capture artifacts, and whether the supplied view is usable.
THE PLATFORM
A clearer view.
A considered decision.
VisionX connects visual inspection to structured review. AI detects; backend rules validate, decide, annotate, store, and serve the result.
01 / FROM PHOTO TO OUTCOME
Four stages.
One evidence trail.
Each stage has a different job. Review and adjudication are used only when required by the configured strategy.
Validate
Make the findings usableBackend checks normalize the findings, validate their structure, and apply the product’s decision rules.
Review
Examine what mattersWhen the strategy needs another assessment, informed review considers the original image and the first-pass claims.
Adjudicate
Resolve the next stepAccepted evidence supports a resolved outcome. Uncertainty can lead to human review or a request for another photo.
Phone photographValidated evidenceResolved next step
02 / WHAT THE IMAGE CAN SHOW
Different findings.
Distinct meaning.
Front glass
Cracks, chips, and scratches retain their recorded types instead of becoming a generic damage label.
See crack evidenceDisplay appearance
Lines, black spots, and visible discoloration can coexist with physical glass damage.
See a display caseCapture conditions
Reflection, glare, screen content, dust, and other artifacts remain separate from damage findings.
See capture context03 / ROUTING OUTCOMES
An outcome that
keeps its context.
Damage confirmed
Accepted evidence supports a damaged outcome, with canonical findings available for inspection.
No confirmed defect
The supplied view resolves without confirmed visible damage. Unseen surfaces and function remain outside scope.
Review or another photo
Uncertainty or insufficient visibility can require human review or a better photograph.
Outcome and inventory answer different questions.
A damaged outcome can resolve while model roles differ on the exact finding inventory. Disputed cases disclose that distinction permanently.
QUESTIONS / PRODUCT
Good questions.
Clear boundaries.
Does VisionX test whether a phone works?
No. These inspections assess visible evidence in supplied photographs. Touch, battery, internal components, and intermittent behavior require separate checks.
Does every inspection use four AI calls?
No. Inspect, validate, review, and adjudicate describe the process. The selected strategy and evidence determine which roles are required.
Are boxes proof that a finding is correct?
No. The overlay visualizes recorded canonical geometry. The original photograph remains essential, and the annotation is not independent human verification.
What if the photograph is unclear?
Capture quality can affect the result. Depending on the evidence and configured policy, VisionX may request another photo or require review.
Is the recorded library an accuracy study?
No. It explains recorded behavior. A meaningful evaluation needs representative images, human-reviewed references, and separate outcome and inventory measurements.
THE NEXT STEP
See where VisionX fits.
Bring your capture conditions, decision rules, and a representative set of photos. Start with an evaluation grounded in your workflow.