Prudent AI vs Trained AI
AI & Automation head-to-head · axis by axis, same rubric for both
AI & Automation
AI & Automation
| Axis | Prudent AI | Trained AI |
|---|---|---|
| Production impact | 4.6 | 3.8 |
| Functionality & depth | 4.4 | 3.3 |
| Integrations & ecosystem | 4.6 | 3.3 |
| Adoption & support | 4.4 | 3.8 |
| Return on spend | 4.1 | 3.8 |
| Overall | 4.5 | 3.6 |
Prudent AI wins 5 of 5 axes. Same rubric, same weights, no sponsorships.
What the rubric says
Prudent AI and Trained AI are both scored in AI & Automation. Prudent AI carries an overall of 4.5, Trained AI an overall of 3.6. The widest gap between them is Integrations and ecosystem, at 1.3 of a point. That axis measures how well it reaches the rest of the stack. Prudent AI takes it, 4.6 to 3.3.
Where the five axes separate
On Integrations and ecosystem the record favours Prudent AI, 4.6 against 3.3. On Functionality and depth the record favours Prudent AI, 4.4 against 3.3. On Production impact the record favours Prudent AI, 4.6 against 3.8. On Adoption and support the record favours Prudent AI, 4.4 against 3.8. On Return on spend the record favours Prudent AI, 4.1 against 3.8.
Pricing posture
Prudent AI does not publish pricing. Its listed model is quote only. Trained AI does not publish pricing. Its listed model is per closed and funded loan, rates not published.
Deployment and who each one targets
Deployment for Prudent AI: Cloud, native LOS and POS integrations plus a self-serve broker portal. Deployment for Trained AI: Cloud, API alongside the existing LOS. Segment focus for Prudent AI: Non-QM and bank statement lenders, extending into QM income verification. Segment focus for Trained AI: Independent mortgage banks and mid-size retail lenders adding capacity without adding processors. The two entries name different buyers.
What each record credits
Prudent AI: Names seven integrated systems, including Encompass, MeridianLink, BeSmartee and Vesta. Prudent AI: The broker self-serve portal moves income work upstream, not into another underwriting step. Prudent AI: Angel Oak Mortgage Solutions is a named client; HousingWire covered Newfi independently. Trained AI: Charges per closed and funded loan, so cost tracks production. Trained AI: Six lender customers named publicly, Victorian Finance and VIP Mortgage among them. Trained AI: Runs behind the LOS, so processors and underwriters keep familiar screens.
What each record holds against them
Prudent AI: Every published result, including 150 percent volume growth and 99 percent accuracy, is vendor-sourced. Prudent AI: Depth concentrates in non-QM income, so a QM-only shop gets less differentiation. Prudent AI: No pricing is disclosed, and funding and ownership stay private too. Trained AI: No LOS is named as a certified or tested integration. Trained AI: The 90 percent touch cut and fifteenfold ROI are vendor figures, unvalidated. Trained AI: Per-loan rates are unpublished, so unit economics still need a sales conversation.
Which one fits which shop
Best fit for Prudent AI: Non-QM wholesale lenders whose broker-submitted income files arrive incomplete. Best fit for Trained AI: Lenders with swinging volume who cannot carry fixed fulfillment cost through a downturn.
What each entry concludes
Prudent AI: Prudent AI classifies documents and calculates qualifying income at intake, so files reach an underwriter already decisioned. Prudent AI: It began in non-QM, the expensive income side, and extended into QM through Fannie Mae’s Income Calculator. Trained AI: Relai is Trained AI’s document and workflow engine, sold on one promise. Trained AI: Strip manual touches out of loan manufacturing without making anyone learn a new screen.
The short answer
Prudent AI finishes ahead on the published rubric, 4.5 to 3.6. The margin comes mostly from Integrations and ecosystem. Same rubric, same weights, no sponsorships.
Both tools are scored on the same weighted rubric, production impact carries the most weight. Comparisons are never sponsored. Disclosure →