- Vendor-published narrative case examples
- Vendor materials and the vendor profile provide illustrative examples, such as an off-market RV park identified and a large fund reportedly reducing underwriting time and improving portfolio outcomes after using the product.
- Critical evaluation:
- These examples lack named customer references, timeframes, baseline methodology, and independent verification.
- Statements such as reduced underwriting time may reflect multiple factors beyond the product itself (process changes, staffing, templates).
- Revenue impact claims are high-impact but lack attribution and methodology in the vendor-provided text available publicly.
- Website examples and model metrics
- The homepage displays model-related statistics (for example, a reported model-fit metric on a pricing-model example) and estimated revenue-impact metrics.
- Critical evaluation:
- Without methodology (sample selection, controls against leakage, out-of-sample testing, and variance by asset class/market), model statistics and revenue-impact estimates should be treated as illustrative.
- Buyers should validate claims through backtesting on their own historical data, request error bars or uncertainty estimates, and seek clear definitions of target variables and data availability timing.