Friday Harbor vs Trained AI
AI & Automation head-to-head · axis by axis, same rubric for both
AI & Automation
AI & Automation
| Axis | Friday Harbor | Trained AI |
|---|---|---|
| Production impact | 4.4 | 3.8 |
| Functionality & depth | 4.1 | 3.3 |
| Integrations & ecosystem | 4.0 | 3.3 |
| Adoption & support | 4.3 | 3.8 |
| Return on spend | 3.8 | 3.8 |
| Overall | 4.2 | 3.6 |
Friday Harbor wins 4 of 5 axes. Same rubric, same weights, no sponsorships.
What the rubric says
Friday Harbor and Trained AI are both scored in AI & Automation. Friday Harbor carries an overall of 4.2, Trained AI an overall of 3.6. The widest gap between them is Functionality and depth, at 0.8 of a point. That axis measures whether it handles the messy loans and not just the clean file. Friday Harbor takes it, 4.1 to 3.3.
Where the five axes separate
On Functionality and depth the record favours Friday Harbor, 4.1 against 3.3. On Integrations and ecosystem the record favours Friday Harbor, 4 against 3.3. On Production impact the record favours Friday Harbor, 4.4 against 3.8. On Adoption and support the record favours Friday Harbor, 4.3 against 3.8. Return on spend is level at 3.8 for both.
Pricing posture
Friday Harbor 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 Friday Harbor: Cloud, surfaced inside the LOS. Deployment for Trained AI: Cloud, API alongside the existing LOS. Segment focus for Friday Harbor: Independent mortgage banks wanting more underwriting throughput from existing staff. 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
Friday Harbor: Fannie Mae TSP status ties output to rep and warrant relief. Friday Harbor: Shipped LOS integrations into MeridianLink Mortgage and Calyx Path, not abstract promises. Friday Harbor: Waterstone Mortgage is a named customer; the company claims 25-plus national lenders. 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
Friday Harbor: All productivity and pull-through figures are vendor-published, with no third-party study. Friday Harbor: No documented Encompass integration, excluding the largest LOS installed base. Friday Harbor: Founded in 2024, so no record across a full rate cycle. 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 Friday Harbor: Processing teams that want a clean, conditioned file before it reaches an underwriter. Best fit for Trained AI: Lenders with swinging volume who cannot carry fixed fulfillment cost through a downturn.
What each entry concludes
Friday Harbor: Friday Harbor does pre-underwriting, building complete files before a human opens them. Friday Harbor: It finds what is missing and writes underwriter-quality conditions. 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
Friday Harbor finishes ahead on the published rubric, 4.2 to 3.6. The margin comes mostly from Functionality and depth. 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 →