Naive AI Review (2026): An LLC, Not a Buyer

Naive’s own guide ends on a line most launch pages would cut: "What it should do is still your call." Let’s take a look at what they do provide: Naive (usenaive.ai) lets you use your favorite coding agent to set up a US company (with tax ID, virtual card, email and phone number) that runs under spending caps you set. This is my Naive AI review. It starts at $20 per month, and the verified humans own the LLC, not the agent.

They also raised a $28.5 million Series A (August 2026), and they are in a public dispute over crediting an open source project; I lay out the timeline below, with dates and no verdict. Finally, note that they are not solving the most important problem here: whether anyone will buy what the company sells.

Disclosure: I built Preuve AI, which sells startup idea validation, so I lean toward the step Naive leaves to you. This is a desk review: I read Naive’s documentation, pricing page, Terms and blog, TechCrunch’s reporting and Internet Archive captures, all read on October 4th 2026.

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What is Naive AI, and who is it for?

Naive is a service that gives AI agents the building blocks to run a company: a legal entity, money, an identity and computers. (Their name actually has two dots on the “i”, Naïve, but most people and search engines type Naive.) Here’s how they describe themselves in their AI file (read on October 4th 2026):

"Infrastructure that lets agents autonomously operate businesses. Pick a company template, deploy it, and watch an agent team run it on the Vetta runtime, using 53 governed primitives across 9 categories."

Naive AI agents are powered by Vetta, which includes a variety of primitives (53 of them). A few examples: identity verification, LLC formation, domain purchase, mail inbox, phone number, spend capped prepaid virtual card, browser environment, 10,000+ app integrations, image generation, video generation and social post.

A “company” is a template, which is a public repository with code and a single file where you specify what apps and agents you want, what primitives they have access to, what their budget is, when they run, etc. To use it, you can claim it with your key and run a single command, or deploy an available template from Studio in the browser. That comes from Naive's guide to autonomous companies (published May 21st 2026, updated September 7th 2026). On October 4th, the companies they list as templates include: Short-form video channel, Game clip channel, News clip channel, Sports clip channel, AI history channel, AI automation agency and SEO agency. The companies have the same default budget for all of them: $10 per agent per day, $2 per task.

Naive AI is meant for developers. Here’s how TechCrunch described it on August 6th 2026: Naive bundles payments, email, phone numbers, cloud computers, storage and incorporation into one connection your software calls, "provided you supply the AI agents and the required token budget, of course." The company told TechCrunch it had signed up more than 30,000 developer customers. On each primitive’s page, they provide a prompt that you can copy and paste into your favorite coding agent (Claude Code, Cursor, etc.), so it’s probably not very easy to use if you’ve never used a coding agent.

Naive AI doesn’t oversell autonomy. Its own guide says: "We do not claim the company runs itself with no one watching. It runs within the caps you set and stops, cleanly, when it hits one." For each action an agent takes, Naive will either allow it, ask you if it should be allowed, or deny it. If Naive asks, the agent waits for your response before continuing. According to the legal docs, the steps that verify people, form a company and submit the filing all default to asking.

How much does Naive cost?

Naive currently has two public plans, a $20/mo plan and a $200/mo plan called Standard and Pro respectively. Each plan gives you back what it costs in credits every month. Here’s what their pricing page looks like at the time of writing this (Oct. 4th 2026):

Source: usenaive.ai/pricing, read October 4, 2026. USD before tax; no per-seat fee.

Most of it is listed on the pricing page above. Unused credits roll over and the models are metered by the token across 5 different tiers. The Terms of Service I read don’t include a revenue share, which is important.

Doing things like forming a company or putting money on your virtual card also costs credits. The price is not on the pricing page, but the developer docs for formation show an example response of forming a company. At the time of writing this, it lists a $100 filing fee for Wyoming, which brings the total to $449. They do have a live price list for each state, although it requires an account key.

Cards have to be prepaid and can only be loaded once, not reloaded. As per the docs for cards, you can only load an amount between the bounds stated in your quote. These bounds are $1 minimum and $150 maximum + whatever the issuer fee is. (The example in the docs quotes $50.50 to load a card with $50.) However the marketing page for cards shows a card with a $500 cap in the demo, so it might be a good idea to check.

As per the Terms of Service, last updated Oct. 3rd 2026, you have to pay for a subscription every month in advance. From 6.2: except where the law requires it or Naive’s refund policy says otherwise, subscriptions are non-refundable. From 6.3: if you run out of credits, Naive may pause your agent until you replenish them, depending on your plan settings. From 6.1: Naive can change its prices with 30 days’ notice.

While pausing an agent is a cheap way to fail, a business that stops because its card was empty isn’t.

Who owns the LLC an AI agent forms on Naive?

The LLCs are owned by whoever successfully completes the verification process, not the agent. In their announcement post (May 2nd 2026, updated Sept. 7th), they say no company exists until every founder has passed the hosted identity check. Then the agent submits the company name, the state and a business description, the state files the company and Naive applies for an EIN (the federal tax ID). At the end of the process, you will have a company name, a state, an EIN, and the paperwork.

From the formation page, it sounds like they’re helping you set up an LLC in the US, in Wyoming or another supported state. You get the articles of organization, EIN letter and an operating agreement from the process. If I understand their legal docs correctly, you provide a list of members with a percentage ownership that adds up to 100%, with exactly one primary member and one responsible party. Naive will store the names and emails of the members, while the date of birth, tax ID and home address stay on the hosted identity page.

Their website doesn’t say who is actually filing your paperwork; the launch blog post (May 2nd) says they can’t tell you which firm files it, but the entity is yours. From their FAQ, you still own the legal and tax obligations of the entity, and you should involve counsel where you need to. And from the TechCrunch article, you’ll still need to be involved in the process, since you have to complete the KYC (know your customer) and KYB (know your business) checks, as well as make any required payments.

Also not clear, from what I read on their pages, is what states other than Wyoming they will file in, how much a registered agent costs, who is responsible for filing annual reports and taxes, and what happens to your LLC if you decide to cancel your Naive plan. These are all good questions to ask before filing.

Finally, I liked this response from Jeff Barnes, who has incorporated a lot of companies over the years, to the news of their post on their raise (Aug. 9th): forming a company has never been the hard part, running one is. I agree.

What do Naive's Terms put on you?

From what I can tell after reading through their ToS (last updated Oct 3, 2026), the company behind Naive is Relixir, Inc., a US company registered in Delaware. Here are the key clauses I found, which decide who carries the risk:

If you’re considering using one of their agents to run your company, be careful about Terms of Service 7.5, since most of what the agents would do would count as input or output data.

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Is Naive legit?

That said, they seem like a real company with some nice backing. Their YC page lists them in the Spring 2025 batch, founded in 2025, still active, based in San Francisco. Naive put out a press release (6 Aug 2026 on WebWire) that describes the two 20-year-old founders Sean Dorje and Dennis Zax as Berkeley dropouts who sold their previous company, ezML, as teenagers, before going through YC.

They're also funded by YC, the VC firms Zetta and Liquid 2 and some big name angels including Gokul Rajaram, Tim Zheng (co-founder of Apollo.io) and JD Sherman (former COO of HubSpot), according to TechCrunch. The growth numbers are Naive's own. The Autopilot Index describes their run rate (projected yearly revenue) as self-reported and says it didn’t test the integrations.

Naive (app.usenaive.ai) has a Trustpilot page, but they have not claimed it yet. It has 1 review, from someone testing the free trial. It's from 4 May 2026 and written in Dutch, and the reviewer says the AI made up integrations that don't exist and that support didn't answer. Finally, there's a Reddit post from their launch in Spring 2026, which has 1 comment. It says:

"Selected a template to look at and the system bounces me out to the login page.. tried around 5-6 times and then gave up" (r/aicuriosity, read October 4, 2026)

Two early accounts are not a signal either way.

What is the dispute between Naive and Paperclip? The record, with dates

There is also a dispute, as of yet unresolved, over whether Naive copied another project, Paperclip. According to a page from March 2026, Naive shipped Paperclip’s code without giving them credit, though Naive says the credit was already in its Terms of Service. As of 4th October 2026, the GitHub issue remains open.

For context, Paperclip is a (free) self-hostable agent team app that was created on the 2nd of March 2026. As of 4th October 2026, its GitHub repo has 96,922 stars. Its README describes it as the open-source app everyone uses to manage agents at work. It is released under the MIT license, which is a permissive license. The only condition of the license is the line below. The dispute is about whether Naive met that condition, and when.

"The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software."

The claim

The page (“Naive is Paperclip”, dated 30th March 2026 and credited to someone using the pseudonym @NotOnKetamine) says app.usenaive.ai contains at least 71 references to Paperclip, such as interface text telling users to bootstrap their Paperclip instance, hardcoded paths to a Paperclip folder in the home directory, and references in style names and browser storage. It also says Naive’s core features match Paperclip’s one to one, and that as of 30th March there was no attribution to Paperclip in their code, terms of service, privacy policy, or YC page. It was posted on Hacker News on 31st March 2026 (5 points, 0 comments as of 4th October 2026).

On the same day, a user opened an issue on Paperclip’s GitHub repo (#2262, “Naive is Violating Paperclip License”), noting that they didn’t write this article themselves but merely came across it on Hacker News. Another user commented on the issue on 31st March, and on 7th April the user who opened it asked one of the repo’s maintainers if they are doing anything about this. As of 4th October 2026, this issue is still open and I could not find any statement from the maintainers of Paperclip.

Naive's answer

In a post (“Naïve and Paperclip: attribution, MIT, and what we actually build”) published by Naive’s CTO Dennis Zax (first posted 8th April 2026, most recently updated 7th September 2026), he says that they do mention Paperclip by name in §7.4 of their Terms of Service, with a link to Paperclip’s GitHub repo, the MIT License and its copyright line. The full license can be found on their Open Source Licenses page.

He also says that leftover strings in a compressed version of the code are evidence of usage, not of an attempt to hide it, that Naive isn’t an orchestration wrapper, and that Paperclip is no longer part of their stack as of spring 2026. He says the explicit intent of the MIT License is to allow commercial use, and that Section 7.4 was in their Terms when the claim was made. As for the claim that there was zero attribution, here is what he writes:

"That claim was false then and it is false now, so we are leaving this post up and keeping it current."

What the public record shows

Source: Internet Archive captures of usenaive.ai/terms, Naive's post of April 8, 2026, and the live Terms and licenses pages, read October 4, 2026.

Without knowing the full picture, which I can’t from the outside, since an archive capture can lag the live page, I’m not going to rule on it.

For a buyer, this is about a vendor’s past conduct and the code it ships. It doesn’t say anything about whether the formation/card/inbox building blocks work. If I wanted to know more I’d check out §7.4 of their Terms, their licenses page, and issue #2262, all of which are public.

Naive vs Polsia: which one fits you?

Naive is different than Polsia (make sure you read my post on Polsia in depth if you haven’t already! All facts about Polsia are as of Sep 15th, 2026). Polsia is essentially running a company for you, whereas Naive gives you the tools to run the agents yourself. Polsia charges $20 to $1,000 a month, plus 20% of managed ad spend and 3% of customer payments under its Terms of September 14, 2026 (details in that post). Naive charges $20 or $200 a month plus metered use. Here’s how they differ:

Unlike Polsia, Naive takes no cut once you’re making money from your business, and the Terms I read take no % of your revenue. If you are a developer or work with code on a daily basis and want to create your own agents to run a business with, setting up all the rules for when they need your approval and when they don’t, then Naive suits you. However, if you aren’t a developer and just want someone else to run a company for you, hosted on their platform, then Polsia is more your speed, as long as you’re okay with the fees and the max withdrawal amount they have.

One thing neither of them seems to do is help you figure out if there is demand for your idea. Polsia builds a company for you without checking if there is demand for it, and its founder said back in May 2026 that only 10% of the companies on there had made at least $1. Naive, in its own words, leaves what your company does up to you. I don’t see anywhere on the pages I read that they’ll help you figure out if there’s demand for your idea.

What should you check before an agent incorporates anything?

Before spinning up an agent to incorporate a company on Naive, you might want to figure out who is paying, how much it might cost, and how to reach them. Here’s what Naive’s CEO told TechCrunch his users build first:

"the first business that a lot of people start is genuinely just selling agents to other small businesses"

He gave TechCrunch these examples: AI automation agencies, faceless content channels on TikTok or YouTube, and a rental car agency. None of those says who the paying customer is. You’ll have to figure that out on your own. That check is left to you.

Worked example: an AI automation agency before its first client

But assuming you form an LLC, load up a card, and run one agent (at the default budget level) for a month, here’s how much it would cost for the first month, at maximum, according to numbers published by Naive:

Source: Naive's pricing page, legal and cards docs, and autonomous-company guide, read October 4, 2026. The formation and card figures are documentation examples; the agent line is a cap, not a forecast. Naive’s AI Automation Agency template page lists seven agents (its older guide says five), each at the same $10 a day, so running the whole template for 30 days caps agent usage at $2,100.

While that’s not bad at all, it’s a lot of money to spend when you don’t even know who is going to pay you, and the CEO’s comments above don’t say.

Heads up! Only 17.5% of ideas score 70 or more; the most common risks were ideas being too early to score yet (36.9% of ideas) and not knowing how to reach buyers (go-to-market, 25.7%). See the latest benchmark study (Preuve Benchmark Study, 3rd edition, July 2026, 6,000+ analyses).

(For a longer version on why startups don’t find market fit, check out this post.)

If you have a client in your pocket that will pay you this week or has signed a letter of intent, and you want to spin up an entity and get a card and inbox, Naive could be a good fit. If you think it would be cool to have an agent spin up a company for you because agents are popular right now, it might be a bit early. Only 15 of the 27 AI agent startup ideas for 2026 I ranked were good enough to build.

Want to Reality Check your idea for free? Preuve can scan 60+ live data sources in less than a minute to find demand, market and competitor data for your idea. Within about 10 minutes you’ll have a full report. Then talk to 5 people to see if they would buy it (how to validate a business idea) and if they say they will, you can decide what to do with your company. What the company should do is your call, as Naive’s guide says. Once someone will pay you, spin up your company and let an agent file the paperwork for you.