
AI Contents Claims: How Estimators Are Automating Replacement Matching and Pricing
AI Contents Claims: How Estimators Are Automating Replacement Matching and Pricing
AI Contents Claims: How Estimators Are Automating Replacement Matching and Pricing
Learn how AI contents claims software helps insurance adjusters and estimators automate pricing and replacement matching for faster, more accurate settlements.
Learn how AI contents claims software helps insurance adjusters and estimators automate pricing and replacement matching for faster, more accurate settlements.

Nathan Koo
Nathan Koo
Aug 5, 2025
Aug 5, 2025
7 mins
7 mins




In property insurance, contents claims have always been one of the most tedious and time-consuming parts of the adjusting process. From reviewing itemized inventories to finding suitable replacements and applying depreciation, this part of the workflow can drain hours from even the most experienced adjusters and estimators.
But now, AI contents claims solutions are changing how the industry handles these tasks. By using artificial intelligence to automate the pricing and replacement matching process, claims teams can dramatically reduce manual effort while improving accuracy and consistency.
Why AI Contents Claims Are Gaining Momentum
Contents claims often involve hundreds or thousands of line items—each requiring a like-kind-and-quality (LKQ) replacement and a defensible price point. Traditionally, this process looks like:
Interpreting vague item descriptions
Searching retail websites or vendor portals for replacements
Recording URLs, product specs, and pricing
Applying depreciation based on category or item age
Documenting the rationale for review or audit
While software has helped streamline some steps, most contents pricing still happens manually, especially on complex or high-volume claims. This leads to:
Delayed settlements
Inconsistencies across estimators or teams
Excessive time spent on low-value tasks
That’s where AI contents claims platforms come in—to reduce repetitive manual work and help claims professionals focus on decisions that matter.
What AI Can and Should Automate
AI is not a replacement for adjusters or contents estimators—it’s a tool designed to assist. When used properly, it can:
Automatically categorize contents inventory items
Search large-scale product databases for top matching replacements
Rank those matches based on item type, price, and similarity
Pre-select a recommended match for review
Apply appropriate depreciation based on item category
Allow human review, overrides, and documentation of changes
In other words, AI contents claims tools accelerate everything that happens between receiving an inventory file and delivering a fully priced, defensible valuation.
Benefits for Contents Estimators and Adjusters
1. Faster Item Matching
Instead of toggling between 10 browser tabs and searching for each item individually, AI systems return a list of high-confidence matches per line—often in seconds.
2. Standardized Categorization
Items are automatically classified into categories like electronics, clothing, tools, and furniture. This helps ensure consistent depreciation logic and reduces errors in valuation.
3. Vendor Prioritization
Some AI contents claims platforms allow you to prioritize preferred vendors by category—aligning the pricing process with your carrier’s internal guidelines or policyholder preferences.
4. Audit-Ready Exports
A few AI contents claims platforms include product screenshots with each matched item, providing visual proof of price and availability at the time of selection. This makes it easier for estimators to justify decisions during audits or file reviews—without gathering extra documentation.
Use Case: Why This Matters for High-Volume Contents Workflows
When dealing with catastrophe-level events or large-loss claims, it's common for contents lists to exceed 500 items. Under traditional workflows, that can mean multiple days of effort just for item matching and pricing.
With an AI contents claims system, that time is reduced to hours—or even less—while maintaining or improving valuation quality. Contents estimators can handle more files per week, reduce cycle times, and eliminate the burnout that comes from repetitive pricing work.
What Makes a Good AI Contents Claims Tool?
If your team is evaluating solutions, here are features to look for:
Access to a large, diverse product catalog (hundreds of millions of items)
Smart match ranking based on LKQ standards
Built-in depreciation rules by category
Review/override functionality for estimators
Product screenshots as pricing proof for audit readiness
Supplier prioritization options
These capabilities ensure your team doesn’t lose control—just gains speed and consistency.
A Note on Implementation
You don’t need to rip and replace your current workflow to benefit from AI. Most platforms work alongside your estimating system or CMS and simply handle the most repetitive part of the process—item matching and pricing.
Implementation timelines are typically short, and your team can start seeing ROI in terms of time saved and capacity increased within the first few weeks of use.
How Adjust Square Supports AI Contents Claims Workflows
At Adjust Square, we’ve built Contents Automation, an AI-powered platform designed specifically for the needs of contents professionals. It automates:
Item categorization
Price matching
Depreciation
Supplier filtering
Review workflows
Whether you’re a TPA, carrier, or independent adjuster handling contents claims, Contents Automation is built to help you move faster—without compromising quality, defensibility, or control.
👉 If your team is ready to streamline the pricing process, reach out for a demo of how our AI contents claims system can support your operations.
In property insurance, contents claims have always been one of the most tedious and time-consuming parts of the adjusting process. From reviewing itemized inventories to finding suitable replacements and applying depreciation, this part of the workflow can drain hours from even the most experienced adjusters and estimators.
But now, AI contents claims solutions are changing how the industry handles these tasks. By using artificial intelligence to automate the pricing and replacement matching process, claims teams can dramatically reduce manual effort while improving accuracy and consistency.
Why AI Contents Claims Are Gaining Momentum
Contents claims often involve hundreds or thousands of line items—each requiring a like-kind-and-quality (LKQ) replacement and a defensible price point. Traditionally, this process looks like:
Interpreting vague item descriptions
Searching retail websites or vendor portals for replacements
Recording URLs, product specs, and pricing
Applying depreciation based on category or item age
Documenting the rationale for review or audit
While software has helped streamline some steps, most contents pricing still happens manually, especially on complex or high-volume claims. This leads to:
Delayed settlements
Inconsistencies across estimators or teams
Excessive time spent on low-value tasks
That’s where AI contents claims platforms come in—to reduce repetitive manual work and help claims professionals focus on decisions that matter.
What AI Can and Should Automate
AI is not a replacement for adjusters or contents estimators—it’s a tool designed to assist. When used properly, it can:
Automatically categorize contents inventory items
Search large-scale product databases for top matching replacements
Rank those matches based on item type, price, and similarity
Pre-select a recommended match for review
Apply appropriate depreciation based on item category
Allow human review, overrides, and documentation of changes
In other words, AI contents claims tools accelerate everything that happens between receiving an inventory file and delivering a fully priced, defensible valuation.
Benefits for Contents Estimators and Adjusters
1. Faster Item Matching
Instead of toggling between 10 browser tabs and searching for each item individually, AI systems return a list of high-confidence matches per line—often in seconds.
2. Standardized Categorization
Items are automatically classified into categories like electronics, clothing, tools, and furniture. This helps ensure consistent depreciation logic and reduces errors in valuation.
3. Vendor Prioritization
Some AI contents claims platforms allow you to prioritize preferred vendors by category—aligning the pricing process with your carrier’s internal guidelines or policyholder preferences.
4. Audit-Ready Exports
A few AI contents claims platforms include product screenshots with each matched item, providing visual proof of price and availability at the time of selection. This makes it easier for estimators to justify decisions during audits or file reviews—without gathering extra documentation.
Use Case: Why This Matters for High-Volume Contents Workflows
When dealing with catastrophe-level events or large-loss claims, it's common for contents lists to exceed 500 items. Under traditional workflows, that can mean multiple days of effort just for item matching and pricing.
With an AI contents claims system, that time is reduced to hours—or even less—while maintaining or improving valuation quality. Contents estimators can handle more files per week, reduce cycle times, and eliminate the burnout that comes from repetitive pricing work.
What Makes a Good AI Contents Claims Tool?
If your team is evaluating solutions, here are features to look for:
Access to a large, diverse product catalog (hundreds of millions of items)
Smart match ranking based on LKQ standards
Built-in depreciation rules by category
Review/override functionality for estimators
Product screenshots as pricing proof for audit readiness
Supplier prioritization options
These capabilities ensure your team doesn’t lose control—just gains speed and consistency.
A Note on Implementation
You don’t need to rip and replace your current workflow to benefit from AI. Most platforms work alongside your estimating system or CMS and simply handle the most repetitive part of the process—item matching and pricing.
Implementation timelines are typically short, and your team can start seeing ROI in terms of time saved and capacity increased within the first few weeks of use.
How Adjust Square Supports AI Contents Claims Workflows
At Adjust Square, we’ve built Contents Automation, an AI-powered platform designed specifically for the needs of contents professionals. It automates:
Item categorization
Price matching
Depreciation
Supplier filtering
Review workflows
Whether you’re a TPA, carrier, or independent adjuster handling contents claims, Contents Automation is built to help you move faster—without compromising quality, defensibility, or control.
👉 If your team is ready to streamline the pricing process, reach out for a demo of how our AI contents claims system can support your operations.
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Nathan Koo
Nathan Koo is co-founder of Adjust Square – a provider of insurance estimating software focused on automating contents estimates with AI. He recognizes the impressive capabilities of AI but also sees the irreplaceable value of human interaction. He supports combining high-tech solutions with the essential human element for optimal balance. In his spare time, he enjoys cooking, making new friends, and staying active with sports.

Nathan Koo
Nathan Koo is co-founder of Adjust Square – a provider of insurance estimating software focused on automating contents estimates with AI. He recognizes the impressive capabilities of AI but also sees the irreplaceable value of human interaction. He supports combining high-tech solutions with the essential human element for optimal balance. In his spare time, he enjoys cooking, making new friends, and staying active with sports.

Nathan Koo
Nathan Koo is co-founder of Adjust Square – a provider of insurance estimating software focused on automating contents estimates with AI. He recognizes the impressive capabilities of AI but also sees the irreplaceable value of human interaction. He supports combining high-tech solutions with the essential human element for optimal balance. In his spare time, he enjoys cooking, making new friends, and staying active with sports.
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