30 Open Browser Tabs Is the Real Adjuster Problem

James Benham has been building software for 21 years, 17 of them focused on insurance claims, policy management, and construction risk. He runs three companies simultaneously: JBKnowledge, an insurance technology service provider building proprietary enterprise software for carriers, brokers, TPAs, and pharmacy benefit managers; TerraClaim, a claims management product covering workers’ comp, property, auto, and general liability; and SmartCompliance, a certificate-of-insurance tracking and subrogation platform now nine to ten years into serving hundreds of clients.

Recording from a construction risk conference in Fort Myers, Florida — a day after a construction MEP (mechanical, electrical, plumbing) conference in Tampa — James also happens to be a pilot, flying his own six-seat twin-engine Piper between conferences, with roughly 1,100 flight hours logged, a recently earned seaplane license, and glider training in progress. Flying, he noted, runs in his family (his mother, father, and maternal grandfather were all pilots), and he draws a direct parallel between aviation’s checklist discipline and how he thinks about running claims operations.

In Episode 63 of InsurTechTalk, James and I covered why claims adjusters are quietly doing unpaid accounts-payable work, his three-part framework for fixing claims operations, and how he ended up building risk software for one of the thinnest-margin industries there is.

About James Benham

James Benham is CEO and founder of JBKnowledge, an insurance technology service provider, alongside TerraClaim (claims management for workers’ comp, property, auto, and GL) and SmartCompliance (certificate-of-insurance compliance and subrogation). He entered insurance in 2004 building property inspection software for residential underwriting inspectors working with carriers like State Farm, USAA, and Nationwide, moved into workers’ comp specifically in 2008, and separately built and sold SmartBid, a subcontractor pre-qualification and bidding platform, to competitor iSqFt/ConstructConnect in 2018 after running it since 2006.

Why ITC and the Regional Comp Conferences Matter Equally

Asked about his conference circuit, James was clear that ITC Vegas (where JBKnowledge exhibited, generating strong lead flow) sits alongside — not above — industry-specific events like RIMS, the National Workers’ Comp and Disability Conference in Vegas, and the Workers’ Compensation Institute event in Orlando. His ideal customer profile is specific: self-insured groups, self-insured funds, self-insured companies, and small regional third-party administrators — organizations carrying large deductibles or self-insured retention that adjudicate their own claims. Those relationships, he said, get built just as effectively at comp-specific gatherings as at the broader insurtech circuit.

The Certificate-of-Insurance Problem Behind Subrogation

James walked through why SmartCompliance’s core product — certificate-of-insurance tracking — matters so directly for subrogation. His example: a trucking or waste-hauling company that rents its tires from a separate vendor. If a tire blows and causes a claim, the company wants that claim pushed onto the tire vendor’s policy, not its own — but doing that requires a properly structured certificate of insurance, naming the right party with the correct endorsement language, on file before the claim happens. SmartCompliance applies machine learning to read and structure the text on submitted certificates, keeping clients compliant and making it fast to identify who’s actually responsible when a claim comes in.

The Hidden Job Adjusters Never Signed Up For

Asked what’s actually burning out claims adjusters today, James’s answer centered on a specific, underappreciated dynamic: in workers’ comp specifically, medical providers want to get paid immediately, so they call and email adjusters constantly asking about payment status — effectively pulling adjusters into an unofficial accounts-payable role. That time, he argued, comes directly at the expense of what adjusters are actually supposed to be doing: managing the claim and helping the claimant get back to work, the entire point of indemnification in the first place. He also underscored how consequential reserve-setting is as a responsibility — citing clients where getting reserves wrong has real earnings-per-share implications for publicly traded companies, given how directly claims reserves flow into financial statements.

The Framework: Integration, Intelligence, Automation

James laid out a structured three-part approach to fixing claims operations, developed through both JBKnowledge’s client work and TerraClaim’s own product build:

Integration. His sharpest, most concrete complaint: adjusters commonly juggle roughly 30 separate browser tabs, one for every ancillary service provider’s portal — pharmacy benefit managers, durable medical equipment vendors, independent medical exam providers, nurse case and telephone case management services — manually re-keying the same order information into each one. TerraClaim’s response has been building direct API-to-API integrations with these providers rather than relying on portals or email, extending to payments and regulatory filings as well. He noted the depth of this problem firsthand: pharmacy specifically runs on largely proprietary, non-standardized systems, which he knows because JBKnowledge has built two separate proprietary PBM systems for clients directly, since nothing off-the-shelf adequately covers it.

Intelligence. This covers applying machine learning and AI directly to claims data — OCR, voice-to-text, and using large historical claim datasets to generate reserve-setting guidance and flag claims likely to run over budget, based on more nuanced signals than the standard comorbidity factors (obesity, diabetes, smoking) adjusters are typically taught to watch for. JBKnowledge leans heavily on Azure Cognitive Services and Power BI, and James pointed out that a surprising number of claims organizations still build custom SQL reports rather than adopting proper BI tooling. A related concern he raised directly: the enormous volume of claims and policy data — photos, video, free text — that gets generated and then sits untouched in cold storage, never analyzed for decision-making, which he considers a genuinely significant missed opportunity.

Automation. James was precise about distinguishing real robotic process automation (RPA) from simpler automation people often mistake for it — an “if this, then that” tool like Zapier, or an Excel macro, both of which break the moment the underlying process or web form changes even slightly. Genuine RPA tools (he named UiPath as an example) build dynamic, adaptive software robots that can log into web-based systems like a human, extract and reformat data, and adjust automatically when a form’s layout shifts. He pointed to rpachallenge.com — a public site that deliberately rearranges its own form fields on every page refresh — as a good way to see that adaptability tested directly. Alongside licensed RPA platforms and Microsoft’s Power Apps/Power Automate, JBKnowledge also builds its own proprietary automation tooling.

Why Construction Needs Insurtech So Badly

James’s construction risk focus traces back to 2006 and SmartBid, a subcontractor pre-qualification and bidding platform built because both surety bonding and sub-default insurance (which pays out when a subcontractor defaults financially mid-project) require formal subcontractor pre-qualification. The 2008 financial crisis proved to be a major inflection point: construction firms suddenly had to competitively bid for scarce work, subcontractor defaults spiked, and carriers began requiring pre-qualification software like his as a condition of coverage — a genuinely fortunate market position to be in. He ran SmartBid from 2006 to 2018, then sold it to competitor iSqFt/ConstructConnect.

His broader thesis on why construction and insurance are so tightly linked: general contractors and trades (his example: MEP contractors) carry high-risk workforces, high-risk job sites, substantial workers’ comp exposure, and significant builders’ risk and liability coverage — all while operating on notoriously thin margins, which he pegged at roughly 1-3% net for the average general contractor. Managing that risk exposure properly, in his framing, can realistically double that margin given how much of it gets eaten by claims and inefficiency. JBKnowledge’s SmartCompliance and TerraClaim products serve construction clients directly around exactly this problem.

Advice: Read Black Box Thinking, Together

Asked for a closing recommendation, James pointed to Black Box Thinking by British author Matthew Syed — a book his business partner and COO, Sebastian (who reads roughly 30 books a year), distilled and had the entire leadership team read together. Its core argument, built around contrasting case studies: aviation has a culture of obsessively studying and publicly sharing every mistake and near-miss, which has driven error rates down substantially over decades, while medicine has historically had a far more defensive culture around disclosing errors, with correspondingly less improvement. James connected this directly to the lean-thinking foundations he draws on elsewhere in how JBKnowledge approaches claims process improvement — citing The Toyota Way and Paul Akers’s 2 Second Lean as related texts shaping how he thinks about eliminating waste and inefficiency. His summary of the takeaway: learning to study your own mistakes, rather than hiding them, is close to the most valuable life hack available, in business and otherwise.

Key Takeaways

• Adjuster burnout is driven as much by informal, unpaid accounts-payable work (fielding constant payment-status calls from medical providers) as by claim volume itself — time that comes directly at the expense of actual claims management and return-to-work outcomes
• Reserve-setting carries real financial weight beyond the individual claim — James cited direct earnings-per-share implications for publicly traded clients when reserves are set incorrectly
• JBKnowledge’s three-part framework — integration, intelligence, automation — targets the specific pain of adjusters manually working across roughly 30 separate ancillary-provider portals, a problem TerraClaim addresses through direct API-to-API integration rather than portal or email-based workflows
• Genuine RPA is meaningfully different from simple “if this, then that” automation or Excel macros — real RPA tools adapt dynamically to changes in a web form’s layout, a distinction James considers essential and underappreciated in how the industry talks about automation
• Massive volumes of claims and policy data (photos, video, free text) routinely go into cold storage and are never analyzed for decision-making — a significant, underexploited opportunity in claims intelligence
• Construction’s combination of high-risk workforces, thin margins (roughly 1-3% net for the average general contractor), and heavy workers’ comp and builders’ risk exposure makes it an unusually strong fit for dedicated risk management software, a thesis James built SmartBid around starting in 2006
• Building a genuine culture of studying and openly discussing mistakes — the aviation model versus the historically more defensive medical model — is, in James’s view, close to the most valuable operating discipline a business (or a person) can adopt