Field notes on insurance AI — claims, underwriting, AI governance, modernization, and customer operations.https://aketud.com/enhttps://aketud.com/insights/zero-downtime-core-modernization-strangling-legacy-core/https://aketud.com/insights/zero-downtime-core-modernization-strangling-legacy-core/A practical cutover playbook for carriers and MGAs: how to move policy, billing, and claims work off a legacy core one slice at a time, with parallel runs, reconciliation, and rollback, while brokers and claimants never notice.Tue, 06 Oct 2026 10:30:00 GMTModernizationinfo@aketud.com (Parvind Dutta)https://aketud.com/insights/modernize-claims-underwriting-without-rip-replace-api/https://aketud.com/insights/modernize-claims-underwriting-without-rip-replace-api/An API-first modernization path for carriers and insurtech partners: which claims and underwriting capabilities to expose first, how to climb from read-only access to governed write-back, and the anti-patterns that turn APIs into new legacy.Tue, 06 Oct 2026 10:29:00 GMTModernizationinfo@aketud.com (Parvind Dutta)https://aketud.com/insights/broker-submission-intake-underwriters-trust-from-acord/https://aketud.com/insights/broker-submission-intake-underwriters-trust-from-acord/How MGAs and carriers turn broker submissions (ACORD applications, supplementals, SOVs, loss runs, and emails) into clean, cleared, appetite-checked files that underwriters trust, and how to close the loop with brokers in hours rather than days.Tue, 06 Oct 2026 10:28:00 GMTUnderwritinginfo@aketud.com (Parvind Dutta)https://aketud.com/insights/insurance-document-intake-beyond-underwriting-claims-packets/https://aketud.com/insights/insurance-document-intake-beyond-underwriting-claims-packets/Underwriting gets most of the document-AI attention, but brokers and TPAs drown in claims packets, endorsement requests, and certificates of insurance. A practical guide to automating that service-side document work with evidence links and human checkpoints.Tue, 06 Oct 2026 10:27:00 GMTCustomer Operationsinfo@aketud.com (Parvind Dutta)https://aketud.com/insights/hidden-cost-workflow-friction-insurance-operations-measure/https://aketud.com/insights/hidden-cost-workflow-friction-insurance-operations-measure/Waiting, handoffs, rework, and rekeying rarely show up on a budget line, but they drive cycle time, expense, and broker and claimant frustration. A practical method for claims and underwriting leaders to find and price workflow friction using their own data.Tue, 06 Oct 2026 10:26:00 GMTData & Analyticsinfo@aketud.com (Parvind Dutta)https://aketud.com/insights/compliance-without-operational-drag-building-review-controls/https://aketud.com/insights/compliance-without-operational-drag-building-review-controls/Compliance checks bolted on at the end slow claims and underwriting and still miss problems. How carriers and MGAs build controls into the workflow itself (preventive checks, risk-tiered review, and evidence captured by default) so work flows and audits get easier.Tue, 06 Oct 2026 10:25:00 GMTAI Governanceinfo@aketud.com (Parvind Dutta)https://aketud.com/insights/cat-surge-mode-running-event-driven-claims/https://aketud.com/insights/cat-surge-mode-running-event-driven-claims/When a hurricane, wildfire, flood, or hailstorm hits, claim volumes jump overnight. A practical playbook for carriers and TPAs to switch into CAT surge mode: pre-event readiness, surge intake, triage, flexible capacity, proactive communication, and event coding for reinsurance.Tue, 06 Oct 2026 10:24:00 GMTClaimsinfo@aketud.com (Parvind Dutta)https://aketud.com/insights/underwriting-signals-point-decision-surfacing-matters/https://aketud.com/insights/underwriting-signals-point-decision-surfacing-matters/Underwriters don't need more data; they need the few signals that should change this decision, shown at the moment it's made, with the evidence behind them. How carriers and MGAs design signal layers for specialty lines like marine and cyber without drowning underwriters in alerts.Tue, 06 Oct 2026 10:23:00 GMTUnderwritinginfo@aketud.com (Parvind Dutta)https://aketud.com/insights/general-average-faster-automating-marine-claims-adjustment/https://aketud.com/insights/general-average-faster-automating-marine-claims-adjustment/When a shipowner declares general average, cargo insurers, brokers, and adjusters face a flood of security requests, invoices, and bills of lading. How marine claims teams can automate the document-heavy parts of GA while keeping adjustment judgment with the experts.Tue, 06 Oct 2026 10:22:00 GMTClaimsinfo@aketud.com (Parvind Dutta)https://aketud.com/insights/cost-of-waiting-insurance-modernization-roi-model/https://aketud.com/insights/cost-of-waiting-insurance-modernization-roi-model/Delay is a decision with a price. A practical model for quantifying what postponed core and workflow modernization really costs a carrier or MGA — and how to phase the fix.Tue, 06 Oct 2026 09:30:00 GMTModernizationinfo@aketud.com (Parvind Dutta)https://aketud.com/insights/agentic-ai-insurance-operations-where-agents-earn-trust/https://aketud.com/insights/agentic-ai-insurance-operations-where-agents-earn-trust/A practical map of where AI agents deliver safe, measurable results across claims and underwriting — and the controls, checkpoints, and audit trails that keep them accountable.Tue, 06 Oct 2026 09:29:00 GMTModernizationinfo@aketud.com (Parvind Dutta)https://aketud.com/insights/one-operations-layer-calls-chats-pdfs-portals/https://aketud.com/insights/one-operations-layer-calls-chats-pdfs-portals/Insurance service work is scattered across phones, inboxes, documents, and portals. Here's how brokers, carriers, and TPAs build a single operations layer that captures every request and moves it to resolution.Tue, 06 Oct 2026 09:28:00 GMTCustomer Operationsinfo@aketud.com (Parvind Dutta)https://aketud.com/insights/underwriting-workbench-underwriters-actually-use/https://aketud.com/insights/underwriting-workbench-underwriters-actually-use/Most underwriting workbenches fail on adoption, not technology. What underwriters need to trust a workbench — and the design choices that turn it from another screen into the place work gets done.Tue, 06 Oct 2026 09:27:00 GMTUnderwritinginfo@aketud.com (Parvind Dutta)https://aketud.com/insights/measuring-insurance-ai-roi-finance-grade-method/https://aketud.com/insights/measuring-insurance-ai-roi-finance-grade-method/AI business cases fall apart when finance asks how the benefit was measured. A step-by-step method for proving AI value in claims and underwriting with baselines, control groups, and governance built in.Tue, 06 Oct 2026 09:26:00 GMTAI Governanceinfo@aketud.com (Parvind Dutta)https://aketud.com/insights/automated-underwriting-executives-can-sign-off/https://aketud.com/insights/automated-underwriting-executives-can-sign-off/Automated underwriting only scales when the chief underwriting officer, risk, and compliance can stand behind it. A control framework for authority limits, referral rules, evidence, and monitoring.Tue, 06 Oct 2026 09:25:00 GMTUnderwritinginfo@aketud.com (Parvind Dutta)https://aketud.com/insights/fnol-automation-claimants-dont-hate/https://aketud.com/insights/fnol-automation-claimants-dont-hate/First notice of loss happens on a policyholder's worst day. How to automate FNOL so it feels faster and more human — not like a form, a bot, or a maze — while giving adjusters cleaner claims.Tue, 06 Oct 2026 09:24:00 GMTClaimsinfo@aketud.com (Parvind Dutta)https://aketud.com/insights/audit-ready-ai-explainability-for-insurers/https://aketud.com/insights/audit-ready-ai-explainability-for-insurers/Explainability isn't a model feature — it's an operational capability. What different audiences need explained, how to build decision records by design, and how to make AI in claims and underwriting audit-ready from day one.Tue, 06 Oct 2026 09:23:00 GMTAI Governanceinfo@aketud.com (Parvind Dutta)https://aketud.com/insights/connected-claims-intake-review-action-one-flow/https://aketud.com/insights/connected-claims-intake-review-action-one-flow/Claims slow down in the handoffs between intake, review, and action. How carriers and TPAs connect those stages into one continuous, evidence-linked workflow — without replacing the claims system.Tue, 06 Oct 2026 09:22:00 GMTClaimsinfo@aketud.com (Parvind Dutta)https://aketud.com/insights/board-ready-ai-metrics-what-to-report-quarterly/https://aketud.com/insights/board-ready-ai-metrics-what-to-report-quarterly/A CFO/CIO-ready template for quarterly AI value, reliability, and risk reporting.Wed, 03 Jun 2026 00:00:00 GMTAI Governanceinfo@aketud.com (Chris Illum)https://aketud.com/insights/enterprise-crm-2025-ai-powered-systems-that-actually-deliver/https://aketud.com/insights/enterprise-crm-2025-ai-powered-systems-that-actually-deliver/What’s changed in CRM: real-time, consent-aware decisioning that moves revenue and retention.Tue, 02 Jun 2026 00:00:00 GMTCustomer Operationsinfo@aketud.com (Chris Illum)https://aketud.com/insights/underwriting-workbench-document-automation-at-scale/https://aketud.com/insights/underwriting-workbench-document-automation-at-scale/A pragmatic guide to AI-assisted underwriting at scale.Mon, 01 Jun 2026 00:00:00 GMTUnderwritinginfo@aketud.com (Chris Illum)https://aketud.com/insights/from-rpa-to-agentic-automation-a-safe-migration-playbook/https://aketud.com/insights/from-rpa-to-agentic-automation-a-safe-migration-playbook/A pragmatic guide to evolve from RPA to AI agents—safely, measurably, and without downtime.Wed, 13 May 2026 00:00:00 GMTModernizationinfo@aketud.com (Parvind Dutta)https://aketud.com/insights/insurance-claim-status-automation-design-to-deployment/https://aketud.com/insights/insurance-claim-status-automation-design-to-deployment/A practical blueprint to ship claim status transparency fast—and safely.Fri, 01 May 2026 00:00:00 GMTClaimsinfo@aketud.com (Chris Illum)https://aketud.com/insights/solving-the-claims-talent-crunch-with-ai-augmented-workflows/https://aketud.com/insights/solving-the-claims-talent-crunch-with-ai-augmented-workflows/How claims leaders can use AI-augmented workflows to relieve adjuster burnout, protect quality, and build a more resilient talent model.Fri, 17 Apr 2026 00:00:00 GMTClaimsinfo@aketud.com (Parvind Dutta)https://aketud.com/insights/acord-form-automation-for-underwriting-teams/https://aketud.com/insights/acord-form-automation-for-underwriting-teams/How underwriting teams can automate ACORD forms with evidence-linked AI while lifting speed, accuracy, and auditor trust.Thu, 16 Apr 2026 00:00:00 GMTUnderwritinginfo@aketud.com (Parvind Dutta)https://aketud.com/insights/the-moment-ai-became-a-strategic-risk-factor-for-insurance/https://aketud.com/insights/the-moment-ai-became-a-strategic-risk-factor-for-insurance/Anthropic's Mythos marks a pivotal shift in AI from a productivity tool to a significant security risk, reshaping the insurance landscape and risk models.Thu, 16 Apr 2026 00:00:00 GMTAI Governanceinfo@aketud.com (Parvind Dutta)https://aketud.com/insights/designing-fnol-playbooks-for-specialty-claims/https://aketud.com/insights/designing-fnol-playbooks-for-specialty-claims/How specialty insurers can design AI-first FNOL playbooks that cut intake friction, speed triage, and protect trust.Wed, 15 Apr 2026 00:00:00 GMTClaimsinfo@aketud.com (Parvind Dutta)https://aketud.com/insights/integrate-ai-agents-without-breaking-your-stack/https://aketud.com/insights/integrate-ai-agents-without-breaking-your-stack/A pragmatic blueprint to add AI agents safely with uptime and ROI.Mon, 06 Apr 2026 00:00:00 GMTModernizationinfo@aketud.com (Parvind Dutta)https://aketud.com/insights/ai-in-customer-success-what-helps-what-hurts-what-proves-roi/https://aketud.com/insights/ai-in-customer-success-what-helps-what-hurts-what-proves-roi/What works—and what backfires—when applying AI to Customer Success.Sun, 05 Apr 2026 00:00:00 GMTCustomer Operationsinfo@aketud.com (Chris Illum)https://aketud.com/insights/consent-aware-decisioning-for-real-time-crm/https://aketud.com/insights/consent-aware-decisioning-for-real-time-crm/Design CRM actions that are timely, compliant, and provably valuable.Sun, 05 Apr 2026 00:00:00 GMTCustomer Operationsinfo@aketud.com (Parvind Dutta)https://aketud.com/insights/broker-portals-that-win-claims-from-status-pages-to-shared-cx/https://aketud.com/insights/broker-portals-that-win-claims-from-status-pages-to-shared-cx/How modern broker portals turn faster claims, better support, and shared data into retention and profitable growth.Fri, 13 Mar 2026 00:00:00 GMTClaimsinfo@aketud.com (Parvind Dutta)https://aketud.com/insights/real-time-ai-for-insurers-a-decision-layer-blueprint/https://aketud.com/insights/real-time-ai-for-insurers-a-decision-layer-blueprint/A practical pattern to move from batch to real-time decisions in claims.Mon, 09 Mar 2026 00:00:00 GMTModernizationinfo@aketud.com (Parvind Dutta)https://aketud.com/insights/cloud-migration-playbook-for-insurance-cores/https://aketud.com/insights/cloud-migration-playbook-for-insurance-cores/A phased, API-first playbook to migrate insurance cores to cloud while reducing risk and proving ROI.Thu, 26 Feb 2026 00:00:00 GMTModernizationinfo@aketud.com (Parvind Dutta)https://aketud.com/insights/api-patterns-for-ai-claims-copilots-on-legacy-cores/https://aketud.com/insights/api-patterns-for-ai-claims-copilots-on-legacy-cores/How to integrate AI claims copilots with legacy cores using APIs and events without losing control or explainability.Tue, 24 Feb 2026 00:00:00 GMTClaimsinfo@aketud.com (Parvind Dutta)https://aketud.com/insights/pas-modernization-for-ai-ready-underwriting/https://aketud.com/insights/pas-modernization-for-ai-ready-underwriting/How insurers can modernize PAS for AI-ready underwriting without a risky rip-and-replace.Fri, 13 Feb 2026 00:00:00 GMTUnderwritinginfo@aketud.com (Parvind Dutta)https://aketud.com/insights/privacy-first-ai-a-practical-enterprise-framework/https://aketud.com/insights/privacy-first-ai-a-practical-enterprise-framework/A practical blueprint to run privacy‑first, AI‑driven programs at scale.Fri, 30 Jan 2026 00:00:00 GMTAI Governanceinfo@aketud.com (Parvind Dutta)https://aketud.com/insights/fnol-automation-for-specialty-insurers-roi-you-can-prove/https://aketud.com/insights/fnol-automation-for-specialty-insurers-roi-you-can-prove/A practical, compliant guide to FNOL automation that speeds specialty claims and proves ROI.Sat, 24 Jan 2026 00:00:00 GMTClaimsinfo@aketud.com (Parvind Dutta)https://aketud.com/insights/the-analytics-paradox-in-enterprise-data/https://aketud.com/insights/the-analytics-paradox-in-enterprise-data/Why more data can slow decisions—and how to build a quality-first analytics engine.Wed, 14 Jan 2026 00:00:00 GMTData & Analyticsinfo@aketud.com (Chris Illum)https://aketud.com/insights/hybrid-automation-rpa-ai-agents-that-scale/https://aketud.com/insights/hybrid-automation-rpa-ai-agents-that-scale/A pragmatic blueprint for combining RPA with agentic AI—safely.Mon, 05 Jan 2026 00:00:00 GMTModernizationinfo@aketud.com (Chris Illum)