How ‘Seller’s Remorse’ in Collectible Markets Can Inform Smarter Algorithmic Trading and Backtesting Strategies
October 1, 2025Avoiding MarTech ‘Seller’s Remorse’: How to Build Tools That Retain Value and Users
October 1, 2025The insurance industry is ready for change. I’ve spent years building InsureTech solutions, and one lesson keeps coming up: people hate irreversible decisions. Think about it—when a collector sells a rare coin like the 1851-D $2.50 Liberty Head Quarter Eagle (only one known to exist at CAC Gold level), it’s not just a transaction. It’s emotional. The same tension shows up in insurance daily. Legacy systems. Outdated models. Opaque claims. These aren’t just technical problems. They’re human ones. And that’s where modern, API-first, data-driven InsureTech shines—not by erasing the past, but by making it work better.
Why Emotional Decisions in High-Stakes Ownership Mirror Insurance Industry Pain Points
Selling a rare coin? You’re not just trading metal for cash. You’re letting go of history, pride, maybe a family heirloom. The same thing happens in insurance:
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- Insurers keep mainframes from the 1980s because “it works,” even when it slows innovation.
- Underwriters stick with old risk models—because switching means months of retraining and stress.
- Customers cancel policies after one bad claims experience—because the process felt cold and confusing.
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This isn’t just inefficiency. It’s emotional friction. The regret collectors feel after selling a unique piece? CTOs, agents, and policyholders feel it too—when clinging to outdated systems means missing out on speed, transparency, and trust. The fix isn’t ripping it all out. It’s smarter modernization.
The “Irreplaceable” Principle: Why Some Assets Are Worth Keeping
In coin collecting, a top-pop or uniquely toned coin isn’t just rare. It’s one of a kind. In insurance, the same applies:
- Legacy systems hold decades of policy data—your institutional memory.
- Custom risk models built on years of proprietary claims history? That’s your edge.
- Customer trust earned over time? That’s your most valuable asset.
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Yet too many insurers treat these like old furniture—something to toss when something “shinier” comes along. But just like a collector shouldn’t sell a rare coin for a used car, insurers shouldn’t ditch core systems for short-term cost savings. The smarter move: modernize without throwing out the past.
Modernizing Legacy Systems: The InsureTech “Preservation by Evolution” Framework
Forget “rip and replace.” That’s like melting down a rare coin for scrap. Instead, use a preservation-by-evolution approach. Think of it as restoring an antique—keeping the original beauty, but adding modern functionality. With microservices, APIs, and event-driven architecture, you can layer innovation on top of what already works.
1. Insurance APIs: The “Coin Grading” of Data
PCGS and CAC don’t change your coin. They give it an official, trustworthy grade. InsureTech APIs do the same for legacy data. They wrap old systems with modern access, without rewriting decades of logic. Use RESTful or GraphQL APIs to:
- Pull policy details, claims history, and customer data in real time.
- Keep security, audit trails, and consent built in.
- Connect to chatbots, mobile apps, and underwriting tools.
Example: Your mainframe stores policies in COBOL. Instead of rewriting it, build an API layer that turns that data into clean JSON:
// Example: Policy Data API (Node.js + Express)
app.get('/api/policies/:id', async (req, res) => {
const policyId = req.params.id;
const rawData = await mainframeClient.fetchPolicy(policyId); // COBOL → JSON
const mappedData = {
id: rawData.POLICY_NUM,
customer: {
name: decodeURIComponent(rawData.CUST_NAME),
dob: formatDate(rawData.DOB)
},
coverage: {
type: mapCoverageType(rawData.TYPE),
limit: parseFloat(rawData.LIMIT)
},
premium: parseCurrency(rawData.PREMIUM)
};
res.json(mappedData);
});Now, your legacy system stays. But your apps, analytics, and customers get a seamless, modern experience.
2. Claims Software: From “Sentimental Loss” to “Digital Ownership”
When a collector sells a coin, they lose the story—how they found it, who owned it before, the thrill of the hunt. In claims, we often do the same: reduce a customer’s trauma to a number and a check. Modern claims platforms fix that. They preserve the story of the event with:
- Event sourcing to track every step—from first call to final payout.
- Document intelligence to pull meaning from photos, emails, and witness statements.
- Digital twins of damaged vehicles or homes, with real-time telematics or IoT data.
Imagine a customer uploads a photo of a dented car. AI estimates repairs. An adjuster adjusts. The customer gets a real-time update—with a note: “We’ve processed your claim. Here’s what happened and why.” No black box. No silence. Just clarity. That’s not just faster. It’s respect. Like keeping a photo of a sold coin, you’re preserving the human side of the loss.
3. Underwriting Platforms: Risk Modeling as a “Grading” Process
PCGS grades coins on luster, strike, and surface. Underwriting should do the same—but for risk. Use:
- Alternative data like telematics, driving habits, or home sensors.
- Explainable AI so underwriters (and customers) understand why a risk score is what it is.
- Dynamic pricing that adjusts as behavior changes—not just at renewal.
Think of a telematics-based auto insurer. It doesn’t just ask, “Where do you live?” It asks, “How do you drive?” A driver who avoids rush hour and brakes gently gets a lower rate—not because of their credit score, but because the data proves it. That’s not just fair. It’s personal. Like a collector knowing every detail of their coin, the insurer knows every detail of the risk.
Building Customer-Facing Apps That Honor the Emotional Journey
A coin collector’s regret isn’t just about money. It’s about losing a piece of history, of identity. InsureTech apps can’t just automate. They must acknowledge the emotional weight of insurance decisions.
1. “Digital Provenance” for Policies
A CAC sticker proves a coin’s quality. A digital provenance does the same for a policy. Use blockchain or tamper-proof ledgers to record:
- When the policy started.
- Every claim, every payout.
- Customer feedback and satisfaction.
Now, a customer can see their full policy story—like a collector’s archive. Renewals feel less like paperwork. More like continuing a relationship.
2. Gamification and Milestones
Collectors get excited about their first PCGS-graded coin. Insurers can do the same:
- “Safe Driver of the Month” badges for low-risk customers.
- “Loyalty Tiers” with real benefits—like faster claims or exclusive services.
- Internal “Claims Resolution Speed” leaderboards to motivate teams.
Insurance isn’t just a product. It’s a journey. Make it feel that way.
3. AI-Powered “Regret Minimization”
Use AI not just to automate, but to protect. Flag decisions that might lead to future regret. For example:
- “You’ve had this policy for 15 years. Here’s how to keep your personalized data if you switch.”
- “Filing a $500 claim? Your rate might go up. Here’s how to fix it for less.”
This is the digital version of a friend saying, “Wait—are you sure?” It builds trust. It prevents regret.
Actionable Takeaways for InsureTech Innovators
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- Find your irreplaceables: What legacy systems, data sets, or customer relationships are your “rare coins”? Protect them—don’t replace them.
- Start with APIs: Use
Node.js,GraphQL, orApache Kafkato modernize access to old systems—without rewriting them. - Design for feelings: Use event sourcing, digital provenance, and gamification to make customers feel seen and valued.
- Make AI transparent: Let customers and underwriters see how risk models work—like a CAC sticker explains a coin’s grade.
- Modernize, don’t erase: The past isn’t the enemy. It’s the foundation. Build on it.
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Conclusion
The pain of selling a rare coin isn’t just about loss. It’s about what we lose when we let go of something meaningful. In InsureTech, our legacy systems, risk models, and customer relationships are those meaningful things. We don’t have to choose between innovation and tradition. With modern tools—APIs, claims platforms, underwriting engines, and customer apps—we can honor the past while building the future. The goal isn’t just efficiency. It’s emotional continuity. Just as a collector can look at a photo of their sold coin and still feel pride, insurers can use technology to ensure that every claim, policy, or data decision preserves trust, history, and connection. Because in the end, the best insurance isn’t just a policy. It’s the feeling that you’re protected—and that no matter what, you’ll never have to wonder, “What if I’d kept it?”
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