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botacode

334 karma · joined December 11, 2015

CTO & Co-Founder @ Coverage Cat (YC S22) Former @ Casetab (YC F3)

Please reach out: [gabriel (at) coveragecat (dot) com] if you want to talk, have any questions or feedback, would like to work with us. Owe my startup career to HN in a way so always happy to help out.

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botacode··on Launch HN: Coverage Cat (YC S22) – Umbrella insurance via your personal agent
In a few years we'll cover all the categories! Thank you for taking a crack at it!
botacode··on Launch HN: Coverage Cat (YC S22) – Umbrella insurance via your personal agent
We only send your information to insurers we quote you with and do our absolute best not to spam (we send 2-3 reminders depending on policy type), our goal is to never call.

In California we specialize in harder-to-insure homes, i.e. stuff that will place with a non-admitted/surplus policy, the goal is to help keep people off FAIR.

RE: cancellation/non-renewal, these do happen but it could happen to your existing deal too unfortunately. No one will force you to switch if it isn't a good deal and our agents do their best to always advise to the user's best interest. Our goal is to retain you as a customer for life (our agents just optimize automatically for you every year!) rather than make a quick buck one year.

botacode··on Launch HN: Coverage Cat (YC S22) – Umbrella insurance via your personal agent
A lot of umbrella prices are somewhat parseable (think a simple-ish decision tree) vs auto and home prices which require reverse engineering rate cards to back into the pricing formulas.

Yes, folks come back at the end of their year. Most of the time their price remains the best (non-issue), when there are better options they switch. Carriers have been great partners so far since we bring them much more business than switches (and when the switches happen it's often because risk management wanted to reduce exposure in that region anyway).

botacode··on Launch HN: Coverage Cat (YC S22) – Umbrella insurance via your personal agent
We're eyeing nationwide expansion in 2027 or later this year!

They'll enforce the minimums even as a standalone policy, my understanding is it's that the umbrella always "sits" ontop of something. I.e., they want you to clear the other liability limits before they step in to provide coverage.

It is kind of a huge hassle, especially in states like CA or FL where a lot of carriers have withdrawn and the default bundle option isn't necessarily available. We went looking for high pain X feasibility and this is where we landed!

botacode··on Launch HN: Coverage Cat (YC S22) – Umbrella insurance via your personal agent
Emailed yah, thank you for the note!
botacode··on Launch HN: Coverage Cat (YC S22) – Umbrella insurance via your personal agent
To answer more directly, yes we do! Most of the umbrella coverage we offer though is of the unbundled variety.
botacode··on Launch HN: Coverage Cat (YC S22) – Umbrella insurance via your personal agent
This is great to hear, I'd count this as a success in our book!

After much trial and error, we've come to realize that trying to separate users from their existing insurance arrangements is very hard unless there's some sort of stark event that triggers the switch.

I.e., folks will usually only make a purchase with us if one of the following is true (even if they could save money or improve coverage):

- they're shopping for the first time and want a modern, online-first, service that avoids hassle

- their premiums have jumped

- they were non-renewed

Most users' experience of shopping for insurance has been historically so bad that they're very averse to optimizing it, even if 10m or so could save them hundreds (and in extreme cases thousands) of dollars.

botacode··on Launch HN: Coverage Cat (YC S22) – Umbrella insurance via your personal agent
Ironically one of my favorite acronyms
botacode··on Launch HN: Coverage Cat (YC S22) – Umbrella insurance via your personal agent
Thank you for the feedback, let's see if they'll let us edit it down a bit.
botacode··on Trying the software factory pattern
don't work while driving, you're putting other people at risk by being distracted
botacode··on AI's top startups are barely publishing their research
There was a good paper documenting this in broader industry, and highlighting how it may account for previous research suggesting good ideas have been getting harder to find. Here's the abstract:

> Relatively flat US output growth versus rising numbers of US researchers is often interpreted as evidence that ideas are getting harder to find. We build a new 45-year panel tracking the universe of US firms’ patenting to investigate the micro underpinnings of this claim, separately examining the relationships between research inputs and ideas (patents) versus ideas and growth. We find that average patents per R&D input are increasing, the elasticity of patents to R&D inputs is flat or rising, and there is no systematic evidence of a secular decline in patenting after controlling for research inputs. We then document a positive, significant, and fairly steady relationship between firms’ growth in ideas (patents) and labor productivity. Average firm growth after controlling for idea growth, however, declines. Together, these results suggest that innovative efforts play a key role in sustaining growth that has not diminished over the last four decades.

https://faculty.tuck.dartmouth.edu/uploads/teresaFort/files/...

botacode··on House passes bill to enact year-round Daylight Saving Time across the country
Fascinating, had not seen this research thank you for sharing.
botacode··on House passes bill to enact year-round Daylight Saving Time across the country
This will save a lot of lives! Hope it passes.

The shift is a relic of an older economy and damages folks' lives through worse mental health and driving outcomes [0].

[0]: https://www.coveragecat.com/blog/daylight-saving-time-car-in...

botacode··on USAA closed 51% of home insurance claims without making a payment in 2025
My understanding is that this remains unsettled law. We've added a disclaimer after seeing the big players (OAI, Ant) do the same and focus on ensuring LLMs get things right / outperforms those less specialized tools.
botacode··on USAA closed 51% of home insurance claims without making a payment in 2025
It is a commodity product but, again, the regulatory and capital hurdles to get started are significant. As you scale you need more and the exact reserve requirements are often at the discretion of regulators. Opening a McDonalds franchise it is not.

See for example the minimums here: https://www.insurance.ca.gov/0250-insurers/0300-insurers/010....

botacode··on USAA closed 51% of home insurance claims without making a payment in 2025
The capital requirements and regulatory barriers to start an insurer are extremely high.
botacode··on USAA closed 51% of home insurance claims without making a payment in 2025
A touch of nuance from someone in the industry (CTO at a startup that sells home and umbrella insurance):

Most of the issues here stem from problem the sales as opposed to the claims process. Customers are, structurally, under-educated on what their policies actually cover and this produces unrealistic expectations about what they should file claims for.

Emphatically, this is not their fault but an industry-wide issue that has complex causes like brokers/salespeople getting increasingly squeezed to produce as well as the intense time pressure under which many folks purchase their homeowners insurance policy (folks are often sprinting to check this box to secure a mortgage). Sadly, there is also a strong correlation between consumers experiencing worse socioeconomic conditions and failed claims. This, to me, generally suggests that some behavioral insights should be brought into the sale and management of the financial product to better protect these buyers' interests.

It is important to highlight and understand this point of failure because: 1) claims (even failed ones) are one of the easiest ways to get your rates jacked up as this is a category that insurers are allowed to price on. 2) The common response to articles like this is that "of course insurance should cover more things" but this counterintuitively risks creating more dead-weight loss for consumers broadly in the form of coverage for things that we simply shouldn't be insuring (and instead should be maintaining and replacing).

All that is to say: ask your broker / agent what's in your contract. Do it BEFORE you have a claim to file as in some cases speaking to them (especially captive agents) may in and of itself trigger a claim.

AI-native brokerages (like what we've built) are part of the solution to this problem since well-constrained LLMs can help buyers and users get a much better sense of what their contracts actually cover, and whether or not they should submit a claim.

botacode··on How much of Elon Musk's wealth comes from government help? Virtually all of it
There is significant value to reducing pollution (in human health and flourishing).

That said, GP comment is intellectually dishonest. It doesn't account for the negative externalities of his choices/politics that, as you correctly identify, are tied to his values.

botacode··on Agents for financial services and insurance
Great to see more insurance hype! We've been working on AI to solve the consumer search problem in the industry for the past 3 (almost 4) years and it's great to see the big labs getting their hands dirty and building tools for practitioners in the space.

More industry exposure to well-managed agentic experiences will create oodles of opportunities to reduce premiums for consumers and offput some inflation-driven increases in cost of coverage.

botacode··on You are falling behind because you haven't fed the insincerity machine
Agreed. Discussions like these always remind me of some great research on how the destruction of the old, more averaged, and less targeted infosphere used to support significantly more political cohesion.

https://www.cambridge.org/core/books/postbroadcast-democracy... - absolute banger

botacode··on You are falling behind because you haven't fed the insincerity machine
The advice here is good, and I'm a big believer that the cream (e.g., sincerity and real opinions) rises to the top for writing. Still, think folks dunk on these types of writing automation tools too much when, for many, they can be a gateway drug to consistent posting and finding your online voice.

That is to say, the whole post is a bit of an internet old-head complaint. Reminds me of baby boomers complaining about a "decline" in homeownership and having children without acknowledging the massive shifts in the economic accessibility that support these milestones.

It's easy to write a post like this when you've already built a following because you started when social media was a greenfield experience. It's much harder when you have to compete for signal while being pressured to build a brand and perform at your day job.

botacode··on Salivary microbiome diversity is associated with oral health and disease
What other habits besides flossing are shown to reduce the microbiome diversity?
botacode··on Having that high-deductible health plan might kill you, literally
"In further analyses, the researchers found that, for cancer patients, whether their HDHP had a health savings accounts (HSAs) did not make a difference."
botacode··on Claude Code daily benchmarks for degradation tracking
Load just makes LLMs behave less deterministically and likely degrade. See: https://thinkingmachines.ai/blog/defeating-nondeterminism-in...

They don't have to be malicious operators in this case. It just happens.

botacode··on Semiconductors will see an end of history (eventually)
Excellent, level headed, read that appropriately acknowledges that we live in a world ultimately bounded by physics that (at some point) no amount of money or human attention can overcome.
botacode··on Whats the Fuss about Clawdbot
It is very unclear if fusses are real at this stage of the AI hype cycle or just driven by increasing Twitter group think.

Give it a few weeks.

botacode··on Publish Your Work
This is a great perspective, and one that I've come around to after years of being anxious about being perceived online.

The shift has been very rewarding and has opened up tons of opportunities and partnerships both personally and for my startup.

The snark:signal ratio section rings very true.

For the more LLM-pilled would also recommend reading the Gwern piece on writing online: https://gwern.net/llm-writing

botacode··on Alex Honnold completes Taipei 101 skyscraper climb without ropes or safety net
Two good ones my gf took here: https://www.linkedin.com/posts/gb-cc_my-desperate-attempt-to...

The second one is from the inside of the observatory (89th floor). Folks with media passes were allowed to get closer so that's the crowd you see pictured. He's climbing in the background.

botacode··on Bing is not as bad as you think
Wonder if you could reconstruct synthetic versions of Gsearch with archive pages. I'd guess SEO/SEM companies have the data to build a small version of this and track the changes over time.
botacode··on The coming war on car ownership?
Yes, this. I got 50k and will never be made whole for my acute or lifelong pain.

I had an ace attorney who told me there were no assets to recover beyond the insurance settlement at the minimum limit provided.

My health insurer at the time later tried to take the settlement from me via predatory collections tactics, and I was only able to keep it due to California state laws that protected me if I wasn't made whole (I wasn't hit there but am a citizen of the state).

Most accidents are caused by folks on the lower end of the SES spectrum so a very large number of victims end up like me.

You also don't hear that much of our stories because the dead and the maimed often tell no tales / it's unpleasant to hear. Many settlements also require silence.

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