GrowthFactor is a retail real estate growth and site-selection platform. It combines location data, configurable site scoring, market visualization, deal management, and custom data-science services to support expansion decisions. The current product catalog also presents an AI agent for querying and ranking deals and an MCP connection for bringing GrowthFactor data into external assistants. These capabilities can organize evidence and make assumptions visible, but a score or generated answer is not proof that a location will meet revenue, cost, lease, or return targets.
What GrowthFactor does
The platform is designed to evaluate markets and addresses with demographic overlays, foot-traffic data, competitive context, trade areas, and criteria selected by the customer. Teams can track opportunities from broker submission through review, letter of intent, and approval in a shared pipeline. GrowthFactor Labs offers exploratory analysis, revenue forecasting, portfolio review, whitespace analysis, cannibalization modeling, and other custom work using customer data. Data requirements and deliverables vary; some custom modeling services require a sufficient history of mature stores and revenue records.
GrowthFactor's published plans distinguish a platform subscription from scoped data-science engagements and embedded partnerships. Public prices, eligibility, included datasets, seats, API or MCP access, support, and service levels can change and should be confirmed in the final order. The current terms say the customer owns specific outputs while GrowthFactor owns its platform and custom models. The terms also describe services as provided without broad performance warranties and require the parties to address customer-data processing through applicable agreements.
Who it is for
GrowthFactor is most relevant to retail and restaurant expansion teams, commercial real estate departments, brokers, owners, private-equity operating teams, and analysts managing a repeatable site pipeline. It can replace disconnected maps, spreadsheets, and scoring workflows. It is not a lease abstract, appraisal, survey, zoning opinion, traffic study, environmental report, legal opinion, fair-housing control, revenue guarantee, or substitute for local market visits and specialist due diligence.
What to verify before adopting
Pilot known successful, average, failed, relocated, and cannibalized sites before relying on rankings for new markets. Review every data provider, update frequency, geographic limit, trade-area method, scoring lens, variable weight, missing value, model validation method, confidence range, and manual override. Test broker submissions, duplicates, permissions, approvals, exports, API or MCP access, assistant citations, prompt logging, and synchronization with CRM or internal systems. Define who owns model changes and who can move a deal toward commitment. Confirm contract term, renewal, pricing, data licenses, customer-output rights, custom-model ownership, confidentiality, security evidence, subprocessors, incident response, support, termination, and deletion. Keep finance, real estate, legal, construction, planning, and executive review before signing a lease or allocating capital. PropAIdir has not independently tested GrowthFactor or reproduced vendor claims about forecast accuracy, time savings, return on investment, site performance, data quality, security, or expansion outcomes.
