When payment capacity becomes a substitute for underwriting
A prospective client sits across from an attorney and explains what happened.
There is an alleged wrong, a loss and, at least in the client’s mind, an outcome the law should correct.
Before the matter has been fully examined, another question may already be forming in the attorney’s mind.
How will this client pay?
The question is neither unreasonable nor unimportant. A law firm sells scarce professional time, incurs current costs and must collect enough cash to remain viable.
But the starting point matters because it determines what the firm sees next.
If payment capacity is the first lens, the firm is not yet asking whether this is a good matter. It is asking whether the opportunity resembles the kind of work the firm already knows how to bill.
Those are different enquiries.
The better place to begin is with the matter itself.
Is there a sustainable legal basis? Can the evidence support it? Is the realistic quantum proportionate to the likely cost? Can the defendant satisfy a judgment or settlement? Is there a credible path from legal entitlement to actual recovery?
If those fundamentals do not work, no fee arrangement, funder or insurer should be expected to rescue the matter.
If they do work, the financial questions do not disappear. They become problems worth trying to solve.
A strong matter does not guarantee a financial solution.
It creates something worth solving.
The client who says that they cannot pay has at least made the financing problem visible. The firm knows immediately that the matter cannot proceed through conventional billing without another arrangement.
A second client may say that they can pay, provide an initial deposit and appear commercially acceptable. But an opening deposit does not establish that the client can sustain several years of changing evidence, interlocutory disputes, experts, trial and enforcement.
If the money runs out halfway through, the firm has not avoided financing risk. It has accepted that risk in a less transparent and less controlled form.
The work may stall after substantial time and cost have been incurred. The client may lose the ability to pursue an otherwise valuable entitlement. The firm may be left with unpaid fees and difficult decisions about continuing precisely when the matter has become most demanding.
Present ability to pay is therefore not an underwriting conclusion in either direction.
It does not establish that the matter is good. It does not establish that its financing is durable. Equally, the absence of present liquidity does not establish that the underlying legal opportunity is poor.
Yet a question about payment is often allowed to answer all three.
That happens because law firms have learned to recognise their own economics through a familiar sequence. A deposit is paid. Time is recorded. An invoice is issued. Cash is collected.
There is nothing inherently defective about that model. Every firm needs current income, and much legal work cannot sensibly be linked to an uncertain future result.
The difficulty begins when the billing model becomes the field of vision.
A firm can become so accustomed to seeing legal work as present revenue that it struggles to recognise value in any form that does not immediately produce it. The client who cannot pay is then assessed less as the holder of a possible legal entitlement than as an unavailable source of fees.
The commercial conclusion arrives before the commercial analysis.
A claim is not valuable merely because someone believes strongly in it. It remains exposed to legal merit, evidence, quantum, cost, duration, procedure, recoverability, enforcement and human behaviour. Many claims will not survive serious examination. Others may be legally credible but commercially poor.
Some may support a different route.
For many attorneys, that possibility immediately raises the spectre of full contingency. Either the client pays as the matter progresses, or the firm carries the fees, the duration and perhaps the disbursements until the result is known.
That is an unnecessarily narrow choice.
Contingent economics is broader than a contingent fee. It asks which components of cost and risk should be carried by whom, for how long and in exchange for what participation in the value ultimately realised.
The economics do not always need to remain bundled together. Professional fees and disbursements may be treated differently. Part of the work may be paid conventionally and another part deferred or linked to success. Some exposure may remain with the client, some may be retained by the firm, and some may be appropriate for external capital, insurance or another form of risk-sharing.
That does not mean an appropriate structure exists in every matter.
It means that the assessment should produce the conclusion. The conclusion should not prevent the assessment.
The difficulty is that firms cannot readily measure the quality of the opportunities that never enter.
Credit markets have a term for a related information problem: reject inference. Lenders can observe the repayment performance of applicants they approve. They cannot directly observe how rejected applicants would have performed because those applicants never enter the loan book.
A 2026 Management Science study illustrates the commercial significance of that blind spot. An underwriting platform using wider information approved between 15% and 30% of low-credit-score applicants whom traditional models would have rejected. The authors described the beneficiaries as “invisible primes”: borrowers whose conventional profiles obscured a lower risk of default. The percentage belongs to that particular lending context and cannot be transferred to litigation.
The broader lesson is that a gate built around limited information may exclude worthwhile opportunities and remain unaware that it has done so.
Law firms face an analogous problem.
They know what happened to the matters they accepted. They know which clients stopped paying, which proceedings ran too long, which settlements disappointed and which cases failed.
They seldom know what happened to the matters rejected at the beginning.
When a deferred or contingent matter fails, the loss is visible. Time is written off. Cash may have been spent. Capacity was occupied. Profit was affected. Someone made the decision, and that decision can be revisited.
When a potentially valuable matter is rejected because the client cannot pay, almost nothing is recorded.
There is no accounting entry for the opportunity another firm later accepted. There is no impairment for the fees or participation surrendered, the relationship that did not develop or the later instructions that never followed. The firm may never know what became of the opportunity after it left the room.
The accepted failure remains inside the business.
The rejected opportunity disappears.
This is the invisible loss law firms never record.
That asymmetry also affects confidence.
The problem is not simply that some firms are cautious while others are willing to take risk. The more important question is whether the firm’s confidence is calibrated to its actual competence, capital and process.
A firm that overestimates its capability may accept matters it has not properly underwritten, underestimate duration and cost, confuse confidence in the legal argument with confidence in the economic outcome, and accumulate exposures it cannot safely carry.
A firm that underestimates its capability may treat unfamiliarity as incapacity. It may reject an opportunity it could have assessed or structured with the right assistance because anything outside conventional billing appears beyond reach.
Both errors allow confidence to work against the business.
Calibration requires enough confidence to recognise a strong opportunity even when its commercial path is unfamiliar, and enough discipline not to confuse belief in the matter with the capacity to carry all of its risks.
Financial institutions attempt to institutionalise that discipline. Banking regulation does not define sound credit management as the avoidance of every loss. The Basel Committee’s credit-risk principles require banks to align risk tolerance with sustainable returns, establish credit-granting criteria and exposure limits, evaluate new business opportunities, monitor concentrations, and assess risk at both individual and portfolio levels.
A legal matter is not a loan. Litigation is less standardised, more path-dependent and governed by professional duties that cannot be subordinated to a financial model.
But the underlying commercial principle remains relevant.
Uncertainty is not managed by pretending it does not exist. It is managed through selection, limits, information, monitoring, diversification and sufficient capacity to withstand adverse outcomes.
Zero visible loss does not necessarily prove that a gate is well calibrated. It may reflect exceptional selection. It may also reflect a threshold so restrictive that worthwhile opportunities never enter.
The firm cannot know which explanation is correct if it measures only what passed through the gate.
None of this supports indiscriminate contingency.
A firm that carries too much deferred or contingent exposure can accumulate years of work and significant disbursement obligations while becoming dangerously dependent on a small number of recoveries. A blended model is not automatically better either. Without disciplined selection, governance, capital and limits, it may simply combine present cash-flow pressure with uncertain future value.
The stronger question is whether the firm’s economic model is deliberate.
A firm may have hundreds of clients across several practice areas and still be commercially concentrated if every mandate must produce revenue at the same stage and through substantially the same payment mechanism.
Conversely, a contingency firm may appear to hold many matters while several depend on the same legal issue, procedural development, defendant or source of recovery.
Diversification is not created by the number of files. It is created by understanding what can fail together.
The answer is not a prescribed ratio of hourly, deferred and contingent work. Nor is it greater appetite for risk.
It is greater capability.
A law firm does not need to become a lender, an insurer or a litigation funder. It does not need to know instinctively how capital should be priced, how exposure should be divided, which risks may be insured or which structure suits a particular opportunity.
It needs to recognise when the first question is no longer enough.
A client does not arrive at an attorney’s office already knowing the cause of action, the evidentiary route and the procedural strategy. The client identifies a problem and seeks specialist help to convert uncertainty into a legal decision.
Lawyers should be willing to do the same when the enquiry moves from legal analysis into legal economics.
The fact that a firm cannot immediately price, finance or allocate a particular exposure does not establish that no structure exists. It means that the enquiry has reached the boundary of the firm’s present capability.
At that boundary, the useful question is not whether the firm should become more adventurous.
It is whether the matter is weak, economically unsound, inadequately funded or simply unstructured.
Answering that requires the legal merits, realistic recovery, budget, duration, client position, firm exposure, available capital and risk-transfer options to be considered as parts of the same commercial decision.
Sometimes that work reveals a viable route forward.
Sometimes it confirms that the matter should not proceed.
Both are valuable outcomes, provided the decision follows the analysis rather than replacing it.
That is the boundary at which Wild Dog works.
The objective is not to assume that funding is the answer or to persuade a firm to carry risk it should reject. It is to determine whether the obstacle lies in the legal opportunity itself or in the way its capital, timing and risk have been arranged, and whether litigation funding, ATE insurance or a different structure can make the matter executable.
This becomes more important as artificial intelligence reduces the time and cost required to perform conventional legal work.
Where firms adopt similar technology, pursue the same paying clients and depend on the same economic model, greater efficiency may make them more comparable rather than more distinctive. They become faster competitors for the same visible pool of opportunity.
AI may improve assessment and execution. It cannot correct a commercial blind spot the firm has never examined.
The better opening question is not:
How will this client pay me?
It is:
Is this a sufficiently good matter to justify solving what comes next?
AI can make the machinery faster.
It cannot create value from opportunities a firm has filtered out before learning how to see them.
Efficiency without opportunity is efficiency with nothing.