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Niche Discovery

Where's the 'Found Money'?

Performance-based recovery isn't about creating value from thin air. It's about finding money that businesses have lost, overpaid, or failed to claim. These are 'found money' opportunities, and they exist in specific, often overlooked niches. Your job is to become a digital bloodhound, using AI to sniff out these funds.

Think about areas with complex rules and frequent errors. For example, many companies eligible for R&D tax credits never apply because the process is daunting. Others consistently overpay on utility bills due to complicated rate structures. And every year, millions in unclaimed state property—from forgotten bank accounts to uncashed checks—sit waiting to be recovered. These are not speculative ventures; the money is already there, waiting for someone with the right tools and focus to claim it.

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The key is to move from a generalist mindset to that of a niche specialist. Instead of offering broad 'cost-saving' services, you target a single, high-friction problem where your agentic workflow can provide a clear, measurable win for the client.

Data Accessibility and Niche Viability

Not all niches are created equal. The viability of a recovery business depends heavily on data accessibility. The information you need to identify opportunities and build a case falls into two categories: public and private.

Public data is information that's freely available, like corporate filings, property records, or published utility tariffs. Niches built on public data are often easier to get started in because you can begin your search without the client's direct involvement. Unclaimed property databases are a prime example.

Private data requires the client's cooperation. This includes internal accounting records, invoices, and payroll data. Niches that rely on private data, like R&D tax credit recovery, often have higher barriers to entry but can be more lucrative and less competitive. Your initial challenge is convincing a potential client to grant you access.

Your ideal starting point is a niche that balances high potential returns with manageable data access. The sweet spot often lies where you can use public data to identify likely candidates before you ever need to ask for private records. This allows you to build a compelling, data-backed case in your initial outreach.

Defining Your Ideal Customer

Once you've chosen a niche, you must define your Ideal Customer Profile (ICP). A vague target like "any small business" is a recipe for failure. Your ICP must be ruthlessly specific. It's a detailed portrait of the company most likely to have the problem you solve and be in a position to benefit from your help.

Key criteria for a recovery ICP include:

  • Industry Sector: Some industries are more prone to specific overpayments or missed claims. Manufacturing firms for R&D credits, or logistics companies for fuel tax refunds.
  • Revenue Thresholds: A company's size often correlates with the complexity of its finances and the potential size of the recovery. For example, targeting firms with $5M - $50M in annual revenue.
  • Historical Challenges: Look for signals. Has the company gone through a recent merger? Do they operate in multiple states? These events often create the kind of accounting complexity where money gets lost.
CriterionR&D Tax Credit Recovery ICP
IndustrySoftware Development, Manufacturing, Engineering
Revenue$5M - $75M Annually
Employee Count20 - 250 employees
Key IndicatorHires technical roles (e.g., engineers, developers)
Pain PointUnaware that process improvements qualify as R&D

A precise ICP doesn't just guide your marketing. It becomes the core logic for your AI agents. You'll program your agents to search for companies that match these exact criteria, turning a vast ocean of business data into a targeted list of high-probability leads.

The Revenue Equation

Performance-based recovery operates on a simple and powerful model: the basis. You only get paid if you successfully recover money for your client. This model immediately removes the client's primary risk and perfectly aligns your incentives with theirs. Your success is their success.

Your fee is a pre-agreed percentage of the total funds recovered. This could range from 15% to 40%, depending on the complexity of the work and the size of the potential recovery. When selecting a niche, you must do the math to ensure it's worth your time.

Er=Vc×Ps×FcE_r = V_c \times P_s \times F_c

Finally, before diving in, you must scan the regulatory and legal landscape. Are there licensing requirements for what you're doing? Are there caps on contingency fees in that particular domain? An hour of legal research upfront can save you from months of wasted effort on a non-viable niche. This initial diligence is what separates sustainable recovery businesses from fleeting ideas.

Quiz Questions 1/5

What is the fundamental principle of performance-based recovery?

Quiz Questions 2/5

When starting a recovery business, why is a niche based on public data often considered a good starting point?