---
title: AI Opened a Window for Security Startups. Here's How to Bet Without Getting Burned.
description: Explore strategies to effectively evaluate and invest in emerging security startups.
image: https://www.aticoatx.com/hubfs/ba7d2c4c-8148-4bed-9df2-75a60ca6c12e.png
---

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# AI Opened a Window for Security Startups. Here's How to Bet Without Getting Burned.

[By \- Kate Turchin,](https://www.aticoatx.com/blog/author/kate-turchin)  Nov 02, 2026

![ Featured Image](https://www.aticoatx.com/hs-fs/hubfs/ba7d2c4c-8148-4bed-9df2-75a60ca6c12e.png?width=1672&height=941&name=ba7d2c4c-8148-4bed-9df2-75a60ca6c12e.png)

The best time for a new security company to reach a CISO is during a major technology shift. We are in one now.

For twenty years, large security vendors followed a steady pattern. They let startups solve a new problem, waited to see which solution won, then acquired the winner. For buyers, that lowered risk. You could wait for your existing vendor to add the capability and buy it through a contract you already had.

**Security is at a technology turn**

AI breaks that pattern. It doesn't create one new problem; it creates dozens at once. AI agents need identities and permissions. AI-written code needs checking. Attackers use AI to turn disclosed vulnerabilities into working exploits faster. Each gap needs its own controls, and many of those controls are being built as focused products by young companies.

This isn't happening in one corner of the security stack, either. Category after category is being rebuilt at the same time.

The window to adopt this technology early is real. So is the risk of betting on a company that won't be around to support it. This post covers both: why the window opened, and how to use it without getting burned.

## Three shifts behind the rebuild

Across the categories being rebuilt, the old playbook rested on three assumptions that no longer hold.

**Volume outran people.** AI-generated code, AI agents, SaaS sprawl, and log growth now produce more change, findings, and alerts than any team can review by hand. Hiring can't close that gap. The new approach puts AI agents on the work itself, with a human approving the decisions.

**The perimeter moved.** Work now happens in the browser, in SaaS admin consoles, in agent tool calls, and through machine identities. Controls built around networks, VPNs, and human users miss where the risk now sits.

**Static became continuous.** Questionnaires, quarterly access reviews, CVSS scores, and annual audits each describe a single moment. Security leaders now need evidence of what is true right now.

Established vendors can't rebuild for all three shifts quickly. Their architectures were designed around the old assumptions, and adding an AI copilot to an existing product doesn't change that. Each copilot also sees only its own vendor's data. That is why much of the most relevant technology is coming from new companies.

## The real risk is the company, not the technology

Here is the paradox. To defend against AI-driven threats, you need AI-native tools. But the oldest AI-native security companies are three to four years old, and your evaluation process was built to check track records they haven't had time to build.

Waiting isn't safe either. By the time a technology appears on every shortlist and in every analyst report, attackers have already been working around the controls you have.

Most new security technology works. The bigger risk is the company behind it. Two recent failures show what that looks like.

**Skybox Security: a working product, gone overnight.** Skybox was an established security vendor that [raised more than $300 million](https://securityweek.com/skybox-security-shuts-down-lays-off-entire-workforce) from venture capital and private equity, including $50 million in 2023. On February 24, 2025, it [ceased operations](https://skyboxsecurity.com/company/press-releases), citing ongoing financial challenges, and laid off its entire workforce. Customers weren't moved to a new provider automatically; they [had to choose a replacement themselves](https://www.freelanceinformer.com/?p=27604). The product worked. The company ran out of money, and its customers paid the price.

**IronNet: a famous founder isn't the same as a well-run company.** IronNet was founded by Keith Alexander, who led the NSA for nearly a decade, and [went public through a SPAC in 2021 at a $1.2 billion valuation](https://www.govinfosecurity.com/ironnet-headed-for-crash-amid-layoffs-co-ceo-exit-a-20084). It never signed enough enterprise customers to cover its costs. In September 2023, [AWS shut off its access and customer instances over an $18,000 past-due bill](https://www.bankinfosecurity.com/ironnet-ran-out-cash-filed-for-chapter-11-bankruptcy-a-23318), and the company [terminated its remaining employees](https://www.securityweek.com/bankrupt-ironnet-shuts-down-operations/amp/). The founder's credentials were real. The company's execution wasn't, and customers lost the service along with it.

In both cases, the company failed before anything else did. A young vendor can fail in four ways, and none of them shows up in a product demo:

- It runs out of funding.
- It can't scale past its first few customers.
- It gets acquired, and the product is shut down.
- It lacks the leadership to support an enterprise account.

The noise makes this harder to see. Hundreds of new entrants compete for your attention, and well-funded marketing looks a lot like a well-run company.

So the question isn't whether to adopt emerging technology. It's how to tell which companies will still be around to support it.

## Before you sign: how to answer the four questions

Every security leader needs four questions answered about a young vendor. You can't put most of them to the vendor directly. Here is what to ask for instead, what to check yourself, and what should worry you.

### Will it hold up in my environment?

*Architecture*

**Ask the vendor:** What access do you need, and is it read-only and scoped? What does deployment require from our team? What happens to our environment if your service goes down?

**Check it yourself:** Hold a technical session with the engineers who built the product, not only a sales engineer. Get a list of integrations that are live in production today, not the ones on the roadmap.

**Red flags:** Broad write access required on day one. Key integrations listed as "coming soon." No one technical available before you sign.

### Can it grow with us and clear procurement and compliance?

*Scalability*

**Ask the vendor:** Who is your largest customer, and how does their environment compare with ours? Which certifications do you hold today, and which are in progress, with target dates?

**Check it yourself:** Ask for a reference customer at your size or larger, ideally in your industry. Request the SOC 2 report itself, not a badge on the website.

**Red flags:** No customers anywhere near your scale. Certifications "in progress" with no date. References limited to design partners.

### Will they be here next year?

*Financials*

**Ask the vendor.** Most will share this under NDA if you ask directly:

- How many months of runway do you have at your current burn rate?
- When was your last funding round, how much was it, and who led it?
- Did your existing investors put money into the last round? Insiders reinvesting is one of the best signs of confidence.
- What share of your revenue comes from your largest customer?
- How many customers do you have, and what is your renewal rate?

**Check it yourself:**   
Look up the funding history and investors in press releases and databases like Crunchbase or PitchBook.

- Watch the headcount trend on LinkedIn. Steady growth is a good sign; a sudden drop is a warning.
- Search for layoffs, executive departures, and cuts to sales or support staff.

**Red flags:**

- The vendor won't discuss runway at all, even under NDA.
- The last round was long ago.
- Steep discounts for multi-year prepayment, which can mean the vendor needs cash now.
- Remember that Skybox raised $50 million in 2023 and shut down two years later: how recently a company raised matters less than how fast it is spending.

### Can this team deliver on the roadmap?

*Leadership*

**Ask the vendor:** Has the founding team sold to and supported enterprise customers before? Who handles our escalations, and can we meet them now? Which roadmap items are committed, and by when?

**Check it yourself:**

- Backchannel the founders through people who have worked with them or bought from them, not only the references the vendor provides.
- Check whether the founders have had long tenures or mostly short ones.
- Look at who leads sales, customer success, and support, not only the founders.
- Look at who sits on the board.
- Ask a reference customer whether the roadmap items they were promised actually shipped.

**Red flags:**

- A strong founder résumé with no one on the team who has run enterprise operations.
- High executive turnover.
- References who praise the vision but not the delivery. (They're probably not paying, and neither should you.)

Remember that IronNet had one of the best résumés in security. The question that mattered was whether the company could sell, support, and manage its spending.

Most of this is work any security team can do. Financials and leadership are the hardest, because real financial disclosure and honest backchannel references depend on access and relationships a single buyer rarely has. That gap is the work ATICO's advisors do before a company ever reaches you.

## During Evaluation: Build the safety net into the deal

Even good diligence can’t rule out every surprise. The answer is to structure the deal so a wrong bet stays small.

**Pilot alongside, not instead.** Run the new tool next to your current one, in observe-only mode at first, with success criteria agreed in writing before day one. Choose a pilot that can become the production deployment.

**Write the exit in at the start.** Data export rights, a change-of-control clause, and annual billing rather than multi-year prepayment cost nothing to negotiate up front. Skybox’s customers didn’t have the chance to negotiate them afterward.

**Leverage the early-customer advantage.** Get direct access to the founders, and get your roadmap priorities in writing. Early customers shape the product while their feedback still carries weight, which established vendors rarely offer.

## Bet early, not blind. Let ATÍCO do the vetting.

For a security program that needs AI-native defenses, betting on young companies is no longer optional. Betting blind is.

But vetting startups the right way takes time most security teams don’t have. Pressure-testing architecture, scalability, financials, and leadership, then running a bake-off across a crowded category, can eat up months your team needs for defending the business.

That’s the work ATÍCO does for you. We’ve evaluated 150+ companies and represent 27, one per problem: the one that won our bake-off. Our network of 80+ former CISOs, CIOs, and CTOs stands behind every introduction, and we connect you directly with the founders and engineers, not a sales team.

You get the early-adopter advantage without the vetting burden. 

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