Allstate's claim-evaluation approach is the most publicly documented in the industry. Court cases and journalism around its software-driven casualty evaluation, widely reported under the Colossus name, made it the textbook example of systematized claim scoring. That makes the counter-strategy unusually clear: feed the system a file it can't score low.
Two honest methods, shown side by side. Educational estimate, not legal advice.
Litigation and reporting on software-scored claim evaluation describe systems that price claims from coded inputs: diagnoses, treatment types and durations, permanency ratings, and documented restrictions. Whatever any carrier's current tools are called, the lesson generalizes. Value lives in what is documented in codable form. A severity argument that never made it into a medical record does not exist to the system.
Physician-documented work restrictions, specialist referrals, objective findings (imaging, EMG), permanency opinions at maximum medical improvement, and zero treatment gaps. If your injury has lasting effects, the permanency paragraph in your doctor's final report is worth more than any demand-letter adjective.
Respond to low offers in writing with the implied-multiplier math, and ask for the basis of their number. A paper trail of a documented claim met with below-band offers is exactly what makes escalation effective later, whether that is to a supervisor, to an attorney, or in some states to a bad-faith posture.
Allstate's software-driven casualty evaluation is the most publicly documented in the industry: systems that score coded inputs from your medical file. In negotiation, those outputs get measured against the standard multiplier method (1.5–5× by severity), which this page's calculator runs with the math printed.
Years of litigation and journalism about software-scored claim evaluation, with the McKinsey-era reporting as the classic reference. The practical takeaway isn't outrage. It's that documentation in codable form is the one thing a scoring system can't ignore.
Put the implied-multiplier math and a response deadline in writing, ask for their basis, and escalate. If it stays stuck, that is the textbook case where a contingency attorney's leverage earns the fee, and in egregious cases where a bad-faith framework comes into play.