Marketplace evidence
Comparable listings and marketplace diagnostics determine whether a Market Supported Range can be issued.
Intelligence
Vehicle intelligence layers built around evidence.
CaraiPulse combines several evidence layers so a vehicle decision is not reduced to a single unsupported number.
VIN intelligence
Vehicle identity signals help validate the basic vehicle profile and reduce mismatch risk.
Inspection intelligence
Photo coverage, inspection completeness, and visible risk indicators provide practical condition context.
Risk intelligence
History, trust, transaction, seller, and evidence gaps are summarized as decision risks.
Negotiation intelligence
When evidence supports it, the report can help frame negotiation posture without inventing unsupported prices.
Outcome learning
Outcome feedback can improve future intelligence quality while preserving the evidence gate.
Intelligence does not replace evidence.
Each layer is useful, but the valuation range still depends on marketplace evidence clearing the threshold.