Opinion
Single-idea opinion pieces on the software US insurance carriers use. Each piece holds one narrow question, with every factual claim carried by a public source.
- Published 2026-05-31
What is an MGA in insurance: the company that underwrites but does not hold the risk.
When you buy a specialty insurance policy — say, coverage for a small drone business, or a niche professional liability line — there is a good chance a company called an MGA put that policy together. The carrier whose name is on the paper did not set the rates or choose whether to take the risk. A managing general agent did that work on the carrier's behalf. This piece explains what an MGA is, how it fits between the carrier and the customer, and why it exists at all.
- Published 2026-05-29
How insurance comparison sites make money: lead aggregators vs. licensed agencies.
You fill in one form on a comparison site and see quotes from dozens of carriers. It feels like a neutral service. It is useful — but it is not free, and somebody is paying for it. That somebody is usually the carrier or agent who ends up selling you a policy. How they pay is what separates two very different kinds of comparison site. One is a lead aggregator: it sells your contact details. The other is a licensed agency: it earns a commission when you buy. This piece explains both in plain terms, names the companies that run each model, and tells you what the difference means when you are buying.
- Published 2026-05-28
Captive agent, independent agent, broker: what each one is and how to choose.
When you call about insurance, the person you speak to is one of three things: an agent tied to a single company, an agent who can shop several companies, or a broker whose job is to find the best deal for you. They all look the same at first. They all call themselves 'your insurance person'. But the type decides what they can sell you, how they get paid, and whether their loyalty is to you or to a carrier. This piece explains the difference in plain terms.
- Published 2026-05-26
Bancassurance, explained: how your bank sells you insurance.
You go to your bank to get a mortgage. At the same meeting, the adviser offers you home insurance. You do not need to visit a separate insurer or fill in a separate form. The bank already knows your address, your loan amount, and roughly what your finances look like. The insurance offer is built on top of that. This is bancassurance: insurance sold through a bank, using the bank's existing relationship with the customer. It is one of the five ways insurance reaches people, and it is the channel most US customers will never think to name — even if they have used it.
- Published 2026-05-25
The best insurance comparison sites in the US, and what they actually are.
You type your address and car model into a website and get back a table of prices. It looks like a neutral comparison. But behind that table is a business, and that business has a way of making money. Sometimes it sells your details to several insurers. Sometimes it is itself a licensed insurance agency collecting a commission. Sometimes it is both. This piece explains which US comparison sites do what, and what that means for the price you see.
- Published 2026-05-21
Embedded insurance, explained: the cover you buy without shopping for it.
You have probably bought embedded insurance and never called it that. It is the "protect this order" box at an airline checkout. It is the screen-damage cover offered the moment you buy a phone. It is the protection ticked on by default when you book a concert seat. The insurance is not something you went looking for — it is shown to you inside another purchase, at the exact moment it feels relevant. That is the whole idea, and it is the fastest-growing way insurance reaches people. This piece explains how it works and what you trade away by buying this way.
- Published 2026-05-21
How insurance reaches you in the US: the five channels, in plain terms.
When you buy car or home insurance, the policy is written by a carrier — a company that takes on the risk and pays the claims. But the carrier almost never hands you the policy itself. Something sits in between: a website, an agent, a checkout button, sometimes a bank. That in-between layer is called distribution. It decides which products you see, what they cost, and whether anyone gives you advice. This piece walks through the five channels one at a time, with the companies that run each.
- Published 2026-05-17
Cyber insurance for a law firm — Chubb for traditional, Hiscox for solo, Coalition for tech-forward. Here's why.
Most law-firm cyber buying gets framed as a carrier beauty contest. The actual question is which firm shape you are, because the three credible carriers split the market by firm size and tech posture — not by price.
- Published 2026-05-07
Trucking insurance in 2026 — nuclear verdicts hardened the market. Here's who's actually writing.
Trucking insurance hardened materially between 2018 and 2024 — driven by nuclear verdicts in trucking-accident litigation. Here's who's still writing you in 2026, depending on how many trucks you run.
- Published 2026-05-07
Workers comp for small business — class codes drive everything. Here's how to get them right.
Workers comp is the biggest insurance line item for most small businesses with employees. The class code your employees are assigned drives almost everything. Here's how to manage it.
- Published 2026-05-07
HealthEdge — the US health plans using its core admin platform in 2026.
HealthEdge is the modern core-administration platform for US health plans — the alternative to legacy core-admin systems (TriZetto QNXT, Epic Tapestry, Cognizant Facets). ~13 named US health plans publicly use HealthEdge as of 2026, concentrated at regional Blues plans (Highmark), large independent plans (Medica, Independent Health, Sutter Health), state employee plans (PEHP Utah), Medicaid plans, and specialty plans. The roster shows where modern health-plan core-admin is winning vs the legacy alternatives.
- Published 2026-05-07
Socotra — the carriers using its modern policy-admin platform in 2026.
Socotra is the API-first modern policy-administration platform — the cleanest architectural alternative to legacy Guidewire / Duck Creek deployments. ~15 named carriers publicly use Socotra as of 2026, concentrated at insurtech-stage carriers (Hippo, Bamboo, Jetty, CoverTree, Ledgebrook, Loggerhead, Steadily), tier-1 nationals modernizing specific lines (Mutual of Omaha, AXA, Symetra), specialty (Players Health, Annex Risk), and international (If P&C). The roster shows where API-first PAS architecture wins.
- Published 2026-05-07
Umbrella insurance for HNW households — Chubb is the default. Here's when to look elsewhere.
If you have meaningful assets to protect, the standard umbrella tacked onto your homeowners policy isn't enough. HNW households typically need much higher limits from a specialty carrier. The cost per million of coverage is generally low.
- Published 2026-05-07
Malpractice insurance for therapists, psychologists, and mental health counselors — license-defense coverage is the underrated thing to get right.
Malpractice insurance for psychologists, therapists, LCSWs and mental health counselors is more about defending you against state licensing-board complaints than civil lawsuits. License-defense coverage is the part most undervalue. Here's what to buy — by licensure type. (If you're a psychiatrist — an MD who prescribes — your market is medical malpractice, not this one. See the psychiatrist note below.)
- Published 2026-05-07
One Inc — the US carriers using its insurance payments platform in 2026.
One Inc is the modern insurance-payments platform — handling premium-payment intake (digital and traditional), claim-payment disbursement (digital, ACH, checks), and payment-related compliance. ~16 named US carriers publicly use the platform as of 2026, concentrated at regional mutuals, farm-bureau carriers, and specialty mid-market writers. The roster says useful things about how insurance payments are modernizing — and which carrier-tier is leading that transition.
- Published 2026-05-07
FRISS — the carriers using its fraud-detection AI in 2026.
FRISS is the Dutch-founded AI-native claims-fraud platform — the most-direct competitor to Paris-founded Shift Technology. ~18 named carriers publicly use FRISS as of 2026 (with FRISS itself citing 300+ total implementations across 45+ countries), heavily weighted toward European mid-market mutuals (Aegon, Folksam, Univé, InShared, RISK Verzekeringen), Latin American (SURA Colombia, Meridional, Seguros El Águila, El Roble, INTERAMERICAN), Canadian (SGI, Commonwell Mutual), Asia-Pacific (IAG New Zealand), and selective US (FCCI Insurance Group, EMC Insurance). The roster shows where AI-native fraud detection wins — and where it doesn't.
- Published 2026-05-07
Contractor insurance — workers comp is the line that actually drives your cost.
Contractor insurance has many moving parts, but workers comp typically dominates the cost. Get the class codes right and the safety record disciplined, and the rest follows.
- Published 2026-05-07
E&O insurance for software developers — what it covers, what it doesn't, and which carrier to pick.
If your software fails and a customer loses money because of it, E&O is the coverage that pays. It's different from cyber (data breaches) and D&O (leadership). Here's how to pick.
- Published 2026-05-07
Duck Creek Claims — the carriers using its claims-management platform in 2026.
Duck Creek Claims is the SaaS claims-management platform that's the most-credible challenger to Guidewire ClaimCenter. ~17 named carrier customers publicly use Duck Creek Claims as of 2026 — including GEICO (the marquee tier-1 reference), specialty / commercial (Berkshire Hathaway Specialty, Tokio Marine, Skyward Specialty), specialty mutuals (Society, Shelter, FCCI, West Bend, Millers Mutual), specialty / niche (Hagerty, Pacific Specialty, GAINSCO), and international (Hollard, Northbridge Financial, HDFC ERGO, Saxon). The roster says useful things about how the Guidewire-vs-Duck-Creek positioning plays out at different tiers.
- Published 2026-05-07
AgentSync — the US carriers using its producer-compliance platform in 2026.
AgentSync is the modern alternative to legacy producer-licensing and compliance management systems. Founded 2018, the platform automates state-by-state producer licensing, appointment management, NIPR integration, and continuing-education tracking. ~18 named US customers (carriers, MGAs, agencies, affiliated companies) publicly use the platform as of 2026, concentrated at insurtech-native and modern-mid-market organizations rather than tier-1 nationals.
- Published 2026-05-07
Restaurant insurance — your BOP isn't enough if you serve alcohol. Here's the structure.
Restaurant insurance has more pieces than most small businesses — BOP, workers comp, liquor liability, and a few more. Here's the structure and which carriers do each part well.
- Published 2026-05-07
D&O insurance for a fintech startup — the 3 things that actually matter, and why most quotes get them wrong.
Most fintech founders shopping D&O focus on premium. The thing that actually decides whether your policy pays out: how it handles regulatory investigations. Here's what to check before binding.
- Published 2026-05-07
Cape Analytics — the US carriers using its property AI in 2026.
Cape Analytics is one of the two most-cited US property-imagery AI vendors (alongside Betterview). With ~14 named US carrier customers — heavily concentrated at tier-1 nationals, large specialty writers, and HNW carriers — and a strategic investment from State Farm Ventures, Cape has captured the top-tier of the US property-imagery market. The roster says useful things about how property-AI deployment differentiates by carrier-tier.
- Published 2026-05-07
Betterview — the US carriers using its property AI imagery in 2026.
Betterview is one of the two most-cited US property-imagery AI vendors (alongside Cape Analytics). With ~26 named US carrier customers — most of them regional mutuals, farm-bureau carriers, and specialty / lender-placed writers — the customer roster is one of the broadest in the property-AI category at the regional and mid-market tier. The platform was acquired by Nearmap in 2023; the combined Nearmap-Betterview entity has expanded the imagery + AI pairing into a deeper underwriting deployment.
- Published 2026-05-07
Zesty.ai — the carriers using its wildfire and property risk AI in 2026.
Zesty.ai provides AI-driven property risk imagery and modeling — most-cited for its Z-FIRE wildfire model. ~16 named carriers publicly use the platform as of 2026, including Farmers Insurance, MetLife, Amica Mutual, CSAA Insurance Group, Cincinnati Insurance, Kin Insurance, Marsh McLennan Agency Private Client Services — plus, notably, the California FAIR Plan Association. The Zesty roster matters specifically because California's 2024 Sustainable Insurance Strategy permits AI-native catastrophe modeling in rate filings, and Z-FIRE is one of the few AI-native wildfire models accepted in that framework.
- Published 2026-05-07
Shift Technology — the carriers using its claims fraud AI in 2026.
Shift Technology was founded in 2014 in Paris as an AI-native fraud-detection platform for insurers. Eleven years later, ~24 named carriers publicly use the platform — heavily concentrated in France (its home market), with a meaningful US footprint (Liberty Mutual, CNA, Central, Assurant, Falcon, Shelter, Elephant), and selected accounts in Japan, the UK, Spain, Belgium, and Mexico. The roster tells a useful story about how fraud-detection AI is winning at the global-multinational tier and US mid-market specifically, but lagging at US tier-1 nationals.
- Published 2026-05-07
Texas home insurance in 2026 — hail killed the soft market. Here's what to know.
Texas home insurance is more accessible than California or Florida, but harder than it was 5 years ago. The biggest cost driver is your roof age. Here's the buying motion that works in 2026.
- Published 2026-05-07
Florida home insurance is broken. Here's what you can actually buy in 2026.
Florida's home insurance market has been severely disrupted since 2018. The big national insurers won't write your coastal home anymore. Most coastal Floridians end up on Citizens — the state-backed last-resort. Here's how to figure out what's available for your specific home.
- Published 2026-05-07
Cyber insurance for a healthcare practice — what HIPAA actually requires you to have.
If you run a healthcare practice, cyber insurance is more complicated than for other small businesses. The reason: HIPAA. Generic cyber policies often miss what HIPAA actually requires. Here's what to look for.
- Published 2026-05-07
iPipeline — the US life carriers using its distribution platform in 2026.
iPipeline is the dominant US life-and-annuity new-business and distribution platform, founded 1995, owned by Roper Technologies since 2019. ~13 named US life carriers publicly run iPipeline as of 2026 — covering tier-1 nationals (John Hancock, Lincoln Financial, MassMutual, Prudential), specialty life (Pacific Life, Mutual of Omaha, National Life Group, AuguStar), and mid-market (American National, Assurity, BetterLife, Pekin Life, SFBLI). The roster tells a useful story about how concentrated life-distribution tech is in 2026, vs the more competitive P&C claims-tech landscape.
- Published 2026-05-07
Snapsheet — the US carriers using its virtual auto claims platform in 2026.
Snapsheet was the photo-first virtual auto-claims pioneer in 2010-11. Fifteen years later, ~15 named US carrier customers have publicly disclosed using the platform — across tier-1 nationals (State Farm, USAA, MetLife, Liberty Mutual, AIG), specialty mid-market carriers (Auto-Owners, Zurich North America, IAT), and insurtech-stage carriers (Clearcover, Branch, Hippo, Kin). The roster is one of the broadest in claims-AI — and tells a useful story about which carriers buy claims platform vs build it.
- Published 2026-05-07
California killed its home insurance market. Here's what you can actually buy.
If you live in a California fire zone, most big insurers won't sell you a normal policy anymore. Here's what's actually still available, and what to do.
- Published 2026-05-07
Cyber insurance for a fintech — Coalition is the modal pick. Here's when to pick something else.
Coalition has become the default cyber carrier for most fintech startups in 2026. But it's not always the right pick. Here's when to go elsewhere and what to actually negotiate.
- Published 2026-05-07
Car insurance for rideshare drivers — your regular policy has a gap. Here's how to close it.
Standard car insurance doesn't cover you when the rideshare app is on. You need a TNC endorsement — a small add-on to your regular policy. Here's which carriers offer it and how to choose.
- Published 2026-05-07
Insuring a historic home — the standard policy will leave you short on a claim.
Standard home insurance pays to rebuild your house. For a historic home, that's not enough — you need a policy that covers the original craftsmanship, not just modern materials. Three carriers do this well.
- Published 2026-05-07
Hi Marley — the carriers using AI-conversational claims platform in 2026.
Hi Marley provides AI-conversational claims-handling — a platform that lets carriers run claims-customer conversations through structured AI workflows rather than phone calls or generic chatbots. The named-customer roster — ~10 US carriers concentrated at the regional and mid-market level — tells a useful story about where claims-AI deployment actually lives in 2026, vs the more visible insurtech-vs-tier-1 narrative.
- Published 2026-05-07
Why NJM owns New Jersey auto insurance — the cleanest regional-monopoly pattern in US insurance.
Ask any LLM for the best car insurance in Newark or New Jersey, and the answer is NJM. Phidea's measurements show this at 5/5 + 5/5 cross-LLM stability — the cleanest cross-day finding in the entire dataset, strengthening rather than weakening across multiple retests. NJM is also one of the few carriers whose LLM-citation share matches its actual market share. This essay explains why, and what it means for thinking about regional-monopoly patterns more broadly.
- Published 2026-05-07
Condo insurance — what you insure vs what your HOA insures, and which carrier to pick.
Condo insurance is simpler than house insurance but the structure trips most people up. You're insuring your stuff, your interior walls in, and your liability — not the building. Your HOA's master policy does the building. Here's how to actually buy it.
- Published 2026-05-07
Insuring a luxury home — Chubb is the default. Here's when to consider PURE or AIG instead.
If your home is worth more than $1.5M, standard home insurance doesn't fit. You need a high-net-worth (HNW) specialty carrier. Three carriers cover most of the market — here's when to pick each.
- Published 2026-05-07
Cyber insurance for a SaaS startup — Coalition if your CTO buys, Chubb if your CFO buys.
Most SaaS founders pick cyber insurance by reading 'best carrier' guides and getting confused. The cleaner approach: decide what you're optimizing for first. Then the carrier picks itself.
- Published 2026-05-06
Akur8 in US insurance — the 24 named carriers running the actuarial pricing platform.
Akur8 raised $120M Series C in September 2024 at a $400M valuation. The fundraise made the headlines; the customer list explains the underlying valuation. Phidea consolidated 24+ US carriers publicly running Akur8 — concentrated heavily at the small-to-mid-market mutual segment that's been the slowest to modernise actuarial workflows. This is the 2026 working roster.
- Published 2026-05-06
Every US auto carrier running on Cambridge Mobile Telematics in 2026.
Cambridge Mobile Telematics (CMT) is the dominant smartphone-and-IoT telematics platform in US auto insurance. Most usage-based-insurance programs at the top of the US market run on CMT. The named-customer roster — State Farm, Progressive, Liberty Mutual, Travelers, USAA, plus a regional and mutual second tier — concentrates more heavily at the tier-1 level than any other US insurance-tech vendor we track.
- Published 2026-05-06
Which US insurance carriers actually run on Guidewire PolicyCenter (2026 roster).
Guidewire PolicyCenter is the dominant policy-administration platform for US P&C carriers. Despite that, no single source publishes the full named-customer list. We pulled it together from Guidewire's All-Star Class announcements, press releases, and customer case studies — 50+ named US carriers, every one cited to a primary source. This is the 2026 working roster.
- Published 2026-05-04
Coalition is winning the commercial-cyber LLM surface that Chubb owned eight days ago.
When Phidea first ran the commercial-cyber probe in late April, Chubb won every vertical we tested at high stability — SaaS, law firm, healthcare SMB, fintech, manufacturer. We framed it as evidence that the personal-lines pattern (generalists with editorial depth beat specialty insurtechs) generalises to B2B. Eight days later, Coalition is winning three of those five verticals. The shift is real, fast, and worth taking seriously.
- Published 2026-04-29
When a top-5 personal-lines carrier invests in its vendor.
Most carrier-vendor relationships are arm's-length contracts. State Farm's relationship with Cape Analytics isn't. State Farm Ventures took an investment position in the property-data startup and a customer-advisory-council seat — turning the deal from a procurement event into governance influence. That's a useful template for thinking about how the largest carriers actually shape their data stack.
- Published 2026-04-29
What a January 2026 lawsuit revealed about Liberty Mutual's claims-tech stack.
Most carrier tech stacks are publicly opaque. Carriers don't disclose the vendors they use, and vendors anonymize their largest customers. A January 2026 federal lawsuit changed that for one carrier: Liberty Mutual's filing names Snapsheet, CCC, and Claim Assist as the vendors processing its auto virtual appraisals — a level of operational disclosure that would not appear on any vendor case study or carrier press release.
- Published 2026-04-24
Moody's is quietly building a monopoly on US property risk analytics.
Between 2021 and 2025 Moody's assembled catastrophe modelling, property attributes, and cyber risk under one corporate umbrella. For US P&C carriers standardising their analytics stack in 2026, the easiest path now runs through one vendor. The hardest question is whether that's actually a good outcome for buyers.
- Published 2026-04-24
Private equity owns almost every piece of the US insurance software stack.
Walk through the software stack of a typical US P&C carrier and ask, at each layer, who owns the vendor. The answer in 2026 is almost always a private-equity firm. Five firms now hold most of what a mid-to-tier-1 US insurer actually runs in production.
- Published 2026-04-24
No tier-1 US P&C carrier publicly names its claims-fraud vendor. That silence is a data point.
If you survey the publicly disclosed customer lists of every major US P&C software vendor in the claims-fraud category, no tier-1 US carrier appears. State Farm, Berkshire Hathaway, Progressive, Allstate, Liberty Mutual, Travelers, USAA, Farmers, Nationwide, American Family — none of them publicly name the fraud-detection platform they use. This silence repeats across adjacent categories. It is a consistent signal that carriers operate behind it.
- Published 2026-04-24
Building an LLM agent for a US insurer in 2026: five layers of the stack, and where most projects fail.
US insurers are past the LLM-agent hype stage. The question in 2026 is not whether to build, but how to ship a narrow agent that survives contact with a claims-admin system, a state DOI rate filing, and a policyholder expecting resolution within 48 hours. The stack has five layers, and most failed projects fail on layer 2.
- Published 2026-04-24
The US insurance software consolidation wave of 2022-2025, in one map.
US insurance software had a roll-up cycle that peaked in the 36 months between August 2022 and January 2025. Eight named transactions moved most of the reference infrastructure carriers depend on. The map below is fact-checked, sourced, and gives a procurement team everything it needs to read ownership risk into its next renewal.
- Published 2026-04-22
Underwriting is the first US insurance layer where AI-native has already consolidated
On Phidea's stack-layer × generation matrix, one cell stands out. The AI-native underwriting workstation has seven tracked tools — more than any other AI-native cell in US insurance. The cumulative funding across them is roughly $1.36B. The category has a shape, a clear archetype, and a visible consolidation pattern that the rest of the stack has not yet reached.
- Published 2026-04-21
Legacy, modern, AI-native in US insurance software: a three-generation classification
Every piece of software a US carrier runs falls into one of three generations: legacy, modern, or AI-native. The classification is not marketing — it predicts how hard a migration is, how much retraining an ops team needs, and whether buying "AI-native" today means buying brittleness.
- Published 2026-04-21
FNOL has no modern SaaS. Here's what that means if you're modernising in 2026.
Most insurance software follows three rungs: legacy, modern SaaS, AI-native. FNOL intake is missing the middle rung. A US carrier moving off legacy in 2026 can jump straight to AI-native vendors like Hi Marley and Tractable — the modern option isn't there to delay the decision.