Biju Ashokan: Radius Allows Real Estate Brokerages to Rethink Lead Generation and Data Ownership

Written by:

Steve Marcinuk

Date:

19 Nov 2025

KeyCrew Studio

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The real estate technology landscape is raising fundamental questions about data ownership and client relationships. As platforms consolidate control over lead generation, brokerages are evaluating whether dependence on third-party lead sources aligns with their long-term business strategy.

Biju Ashokan, CEO of Radius, a white-labeled real estate technology platform, has observed this shift firsthand. His company recently released a marketing video introducing Mel, an AI-powered assistant designed to help agents and brokers maintain ownership of their lead pipelines.

The Lead Generation Dependency Question

Many brokerages have grown reliant on platform-generated leads. These leads often convert quickly because they’ve been qualified through multiple touchpoints before reaching an agent. The trade-off is the commission percentage required to access them.

“The market is such that they need good leads, right?” Ashokan observes. This creates leverage for platforms that control high-quality lead flow.

For brokerages, the calculation involves both immediate economics and long-term strategic positioning. Platform leads may close efficiently today, but dependence on a single source creates vulnerability if pricing or terms change.

The CRM Data Challenge

A related concern involves customer relationship management systems. When brokerages use CRM platforms provided by lead generation companies, client data resides within systems controlled by third parties.

This creates complications around data ownership and usage rights. Some CRM agreements include clauses permitting the platform provider to contact clients in the database for various purposes. Brokerages may discover that uploading their own leads into these systems grants the platform certain access or contact permissions.

“What if all your leads are in your own system (a white-labeled CRM powered by Radius) and Mel nurtures these leads by recommending properties, proactively sending messages, responding to client’s questions, and scheduling property showings and client meetings for your team of agents?” said Ashokan. “You’d never lose these leads to anyone else because they’re in your system, and not being exposed to any other system.”

The fundamental issue is whether client relationships remain with the brokerage or become shared with platform providers.

The Commission Structure Evolution

The National Association of Realtors settlement has already disrupted traditional commission structures. Buyer agent compensation is no longer automatically split from listing agent fees, creating pressure on agents to justify their value more explicitly.

In this environment, commission margins matter more. When brokerages pay substantial percentages to access platform-generated leads, those costs compound with other business expenses and regulatory changes.

“You have a lot of leads. You don’t need to rely entirely on platform leads and then pay significant percentages back for that,” Ashokan suggests.

The question becomes whether brokerages can develop alternative lead generation and nurturing capabilities that preserve more commission dollars while maintaining deal flow.

The White-Labeled Infrastructure Approach

Radius positions its technology as infrastructure that brokerages control directly. Mel operates within a white-labeled CRM system, meaning the brokerage’s brand appears on the platform rather than a third-party provider’s.

When leads exist within this environment, the data remains under the brokerage’s control. Mel can handle routine nurturing tasks like responding to inquiries, recommending properties, and scheduling showings without requiring agents to cede data to external platforms.

The company takes a 5% transaction fee on deals processed through the platform, leaving 95% of commission with the agent (minus whatever split the brokerage takes).

This aligns incentives differently than models where lead generators capture larger percentages. Radius succeeds when brokerages close more transactions using the platform rather than when it can charge higher fees on redistributed leads.

Market Dynamics at Play

Several trends are converging to make data ownership and lead generation strategy more critical for brokerages:

Platform companies have successfully positioned themselves as default destinations for property search, generating behavioral data that informs lead qualification. This data advantage compounds over time.

Institutional capital in real estate has contracted following the 2020-2022 period, creating more challenging market conditions for agents competing for business.

Remote work has increased client mobility, meaning brokerages need capabilities to serve clients relocating across markets.

In this context, maintaining control over lead generation and client relationships becomes increasingly important for competitive positioning.

Technology as Defensive Strategy

Ashokan frames the AI assistant launch not as an offensive market grab but as defensive necessity. “We want to, with these tools, provide an alternative way forward, not by running a traditional brokerage.”

The conventional brokerage model faces pressure from multiple directions. Large platforms are capturing commission share through lead generation. Mega-brokerages are consolidating market share but struggling with profitability. Independent brokerages need tools that reduce platform dependence without requiring massive capital investment.

The response cannot be competing directly with consumer-facing aggregation platforms. Few brokerages have the resources to build comparable search and discovery tools. Instead, the strategic move is providing agents with capabilities that reduce reliance on platform-generated leads while maintaining competitive service levels.

Implementation Considerations

Mel operates within Radius’s white-labeled CRM infrastructure. Brokerages adopting the system receive a branded version rather than pointing agents to third-party tools.

The AI assistant handles routine nurturing: responding to inquiries, recommending properties, scheduling showings, maintaining contact during consideration periods. This automation allows agents to focus on relationship building and negotiation while ensuring leads receive consistent attention.

Importantly, because the system operates within the brokerage’s infrastructure, interaction data remains within that environment. Lead behavior and preferences inform agent strategy without being visible to platform competitors.

Industry Trajectory

The broader trend favors platform consolidation. Consumer-facing aggregators have successfully positioned themselves as default property search destinations. That traffic generates data advantages that compound over time.

For independent brokerages to maintain a competitive position, they need credible technological alternatives. The era of relying primarily on personal relationships and traditional marketing is narrowing. Consumers expect instant responses, sophisticated property matching, and seamless digital experiences.

Most brokerages lack the technical capability or capital to build sophisticated AI and CRM infrastructure independently. White-labeled solutions like Radius attempt to solve this by providing enterprise-grade technology that smaller operators can brand as their own.

The Core Question

The fundamental issue brokerages face is straightforward: who owns the client relationship and controls the data? Client databases and lead pipelines represent the foundation of a real estate business. How much control to cede to platform operators creates long-term strategic implications.

Forward-thinking brokerages are exploring alternative solutions that allow them to generate and nurture leads while maintaining data ownership. Whether these approaches can match the lead quality and conversion rates of established platform-generated opportunities remains to be demonstrated.

The optimal answer likely varies by brokerage size and market position. High-producing brokerages with strong brands may find proprietary infrastructure more valuable. Smaller operations or those in highly competitive markets may rely more on platform-generated leads despite the commission costs.

What’s clear is that the question itself is becoming more central to real estate business strategy. As platforms evolve their offerings and potentially adjust their economics, brokerages that have built alternative capabilities maintain more strategic flexibility than those entirely dependent on third-party lead generation.

About Radius: Radius provides white-labeled real estate technology platforms that enable brokers and agents to maintain ownership of their client data and lead pipelines. The company’s AI assistant, Mel, helps agents nurture leads while keeping all client relationships within the broker’s ecosystem.