TRUE vs Alanna.ai
AI & Automation head-to-head · axis by axis, same rubric for both
AI & Automation
AI & Automation
| Axis | TRUE | Alanna.ai |
|---|---|---|
| Production impact | 4.6 | 4.1 |
| Functionality & depth | 4.6 | 3.8 |
| Integrations & ecosystem | 4.3 | 4.0 |
| Adoption & support | 4.1 | 4.1 |
| Return on spend | 4.0 | 3.7 |
| Overall | 4.4 | 4.0 |
TRUE wins 4 of 5 axes. Same rubric, same weights, no sponsorships.
What the rubric says
TRUE and Alanna.ai are both scored in AI & Automation. TRUE carries an overall of 4.4, Alanna.ai an overall of 4. 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. TRUE takes it, 4.6 to 3.8.
Where the five axes separate
On Functionality and depth the record favours TRUE, 4.6 against 3.8. On Production impact the record favours TRUE, 4.6 against 4.1. On Return on spend the record favours TRUE, 4 against 3.7. On Integrations and ecosystem the record favours TRUE, 4.3 against 4. Adoption and support is level at 4.1 for both.
In AI & Automation the rubric weights Production impact heaviest, at 40 percent. That is why the two overalls sit where they do.
How the weights turn axes into a score
Production impact carries 40 percent of the AI & Automation score. It measures whether the tool moves volume, pull-through or cycle time. Functionality and depth carries 15 percent of the AI & Automation score. It measures whether it handles the messy loans and not just the clean file. Integrations and ecosystem carries 20 percent of the AI & Automation score. It measures how well it reaches the rest of the stack. Adoption and support carries 15 percent of the AI & Automation score. It measures whether the team adopts it and gets unstuck. Return on spend carries 10 percent of the AI & Automation score. It measures what the spend returns, which is not the same as being cheap.
Pricing posture
TRUE does not publish pricing. Its listed model is quote only, demo-gated. Alanna.ai does not publish pricing. Its listed model is quote only, demo-gated.
Deployment and who each one targets
Deployment for TRUE: Cloud service layered on the loan file. Deployment for Alanna.ai: Cloud, wired into title production systems. Segment focus for TRUE: Lenders and mortgage insurers with high document volume that want income and condition work automated. Segment focus for Alanna.ai: Title and settlement agencies rather than mortgage lenders. The two entries name different buyers.
What each record credits
TRUE: Names counterparties on its site: Fairway, Arvest, MGIC, Arch MI, NMI. TRUE: Covers setup through post-close audit instead of stopping at document classification. TRUE: Deepest at income calculation, the most expensive manual task in underwriting. TRUE: Backed by Long Ridge growth equity and CBC strategic money, not a single-round startup. Alanna.ai: Names four production systems: SoftPro Select, RamQuest CCE, ResWare and Settlor. Alanna.ai: Founders Randall Nelson and Hoyt Mann built RamQuest and PhaseWare before. Alanna.ai: Order entry ingests raw email and PDF, no structured order feed required. Alanna.ai: ALTA documented the AI order entry release in February 2025; it has shipped.
What each record holds against them
TRUE: No LOS integration is named publicly. TRUE: The 90 percent-plus straight-through figure is vendor-stated with no loan type scope. TRUE: Crowded lane against document AI bundled by LOS and POS vendors; expect a bake-off. TRUE: Pricing is entirely quote-driven with no published unit rate or tier. Alanna.ai: Title and settlement only; lenders cannot run it against Encompass or any LOS. Alanna.ai: No pricing, tiers, per-seat or per-order rate anywhere on the site. Alanna.ai: The 70 percent saving is a vendor claim, and homepage counters render zero. Alanna.ai: No disclosed parent, investor or funding history behind a multi-year operational dependency.
Which one fits which shop
Best fit for TRUE: Underwriting operations where manual income calculation is the constraint. Best fit for Alanna.ai: Title agencies buried in emailed orders and status questions.
What each entry concludes
TRUE: TRUE began as SoftWorks AI in 2017 under Ari Gross and Alison Wasserman, rebranding in 2022. TRUE: Its Mortgage Operations Service turns uploaded documents into calculated income and clean file data. TRUE: Done fast enough, underwriters review exceptions instead of doing arithmetic. TRUE: Buy it if income calculation is genuinely your bottleneck, because that is where it runs deepest. TRUE: First Continental reported roughly an hour per loan turning into four loans in under twenty minutes. Alanna.ai: Alanna is a conversational assistant and order entry layer for title agencies. Alanna.ai: It reads inbound email and PDF orders and opens the file in the production system. Alanna.ai: It also answers routine buyer and agent questions without pulling a closer off the desk. Alanna.ai: The decision is whether your production system is one of the four it names, because every outcome runs. Alanna.ai: This is not lender software; an independent mortgage bank cannot point it at an LOS.
The short answer
TRUE finishes ahead on the published rubric, 4.4 to 4. 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 →