mlsql VS Geod.app

Geod.app's answer:

Geod is the only site selection platform built around explainability and auditability from day one.

Most tools in this space either produce opaque "AI scores" that can't survive CFO scrutiny, or require expensive consultants to interpret. Geod takes the opposite approach: every score is a transparent weighted linear model where each component—demographics, competition, traffic patterns—is visible, adjustable, and cited with its data source and vintage.

Teams define their own criteria instead of accepting a vendor's black-box formula. The output is a committee-ready brief that makes the decision rationale explicit and defensible, not a number that requires a sales rep to explain.

Geod.app's answer:

Current alternatives force a painful tradeoff:

Consultants and brokers produce one-off site packages that cost $5-15K per location and can't scale with a growing pipeline. Enterprise platforms like SiteZeus or Buxton require six-figure annual contracts, lengthy onboarding, and often deliver scores no one can fully explain. DIY approaches with Excel and ad hoc data pulls are slow, inconsistent, and hard to defend in committee.

Geod sits in the gap. It's self-serve, priced for mid-market teams ($295-995/month), and designed around how site decisions are actually reviewed and approved. Teams get consistent, auditable output without enterprise complexity or consultant dependency.

The key differentiator is transparency. When a site goes to committee, stakeholders can see exactly why it scored the way it did and challenge specific assumptions rather than accepting or rejecting a black-box number.

Geod.app's answer:

Expansion and real estate teams at multi-unit restaurant and retail chains in the 30–500 location range.

These teams are growing fast enough to need a repeatable process but aren't large enough to justify $100K+ enterprise contracts or dedicated analytics staff. They're often led by a VP of Real Estate or Director of Development who is evaluated on new
store performance and needs defensible analysis to present to leadership.

Secondary audiences include franchise development teams evaluating territory density, commercial real estate brokers who advise multi-unit tenants, and PE-backed portfolio companies rolling up regional chains.