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Alanna.ai vs Guideline Guru

AI & Automation head-to-head · axis by axis, same rubric for both

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Alanna.ai
AI & Automation
4.0
Guideline Guru
AI & Automation
3.0
AxisAlanna.aiGuideline Guru
Production impact 4.1 3.1
Functionality & depth 3.8 2.8
Integrations & ecosystem 4.0 2.3
Adoption & support 4.1 3.8
Return on spend 3.7 3.3
Overall 4.0 3.0

Alanna.ai wins 5 of 5 axes. Same rubric, same weights, no sponsorships.

What the rubric says

Alanna.ai and Guideline Guru are both scored in AI & Automation. Alanna.ai carries an overall of 4, Guideline Guru an overall of 3. The widest gap between them is Integrations and ecosystem, at 1.7 of a point. That axis measures how well it reaches the rest of the stack. Alanna.ai takes it, 4 to 2.3.

Where the five axes separate

On Integrations and ecosystem the record favours Alanna.ai, 4 against 2.3. On Functionality and depth the record favours Alanna.ai, 3.8 against 2.8. On Production impact the record favours Alanna.ai, 4.1 against 3.1. On Return on spend the record favours Alanna.ai, 3.7 against 3.3. On Adoption and support the record favours Alanna.ai, 4.1 against 3.8.

Pricing posture

Alanna.ai does not publish pricing. Its listed model is quote only, demo-gated. Guideline Guru does not publish pricing. Its listed model is quote only, with a free trial; eresi correspondents receive free access to eresi guidelines.

Deployment and who each one targets

Deployment for Alanna.ai: Cloud, wired into title production systems. Deployment for Guideline Guru: Cloud, browser-based, no LOS integration. Segment focus for Alanna.ai: Title and settlement agencies rather than mortgage lenders. Segment focus for Guideline Guru: Loan officers, underwriters and scenario desks answering program eligibility questions. The two entries name different buyers.

What each record credits

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. Guideline Guru: Covers 100-plus programs, including non-QM and bond, where lookup errors cost most. Guideline Guru: Ingests your overlays and announcements, so answers match your credit policy. Guideline Guru: Over a million questions answered since 2023 points to daily use, not shelfware.

What each record holds against them

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. Guideline Guru: No LOS, POS or CRM connection; users must remember to visit it. Guideline Guru: Lookup time saved does not become cycle time or added capacity. Guideline Guru: Quote-only pricing hides the per-seat cost that decides firm-wide rollout.

Which one fits which shop

Best fit for Alanna.ai: Title agencies buried in emailed orders and status questions. Best fit for Guideline Guru: Sales and underwriting staff losing hours to non-QM and program eligibility lookups.

What each entry concludes

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. Guideline Guru: Guideline Guru answers guideline questions in plain language across 100-plus programs, and it ingests your overlays and announcements. Guideline Guru: Launched in 2023 under CEO Matt Thurmond, it reports 75-plus lender partnerships and over a million questions answered.

The short answer

Alanna.ai finishes ahead on the published rubric, 4 to 3. The margin comes mostly from Integrations and ecosystem. Same rubric, same weights, no sponsorships.

Who stands behind this review

MortgageTechReview

This score rests on evidence anyone can check. It also rests on the vendor's own documentation, pricing, integration pages, and ownership records. We do not claim to run every product ourselves. Nobody can. The rubric was published before this review existed. The vendor did not write this, and no vendor can buy a word of it. Every product in this category is weighted the same way.

How this was scored · Who publishes this · Dispute this score · Disclosure

Both tools are scored on the same weighted rubric, production impact carries the most weight. Comparisons are never sponsored. Disclosure →

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