Two Dozen Startups Sell The Same Promise. Reco Just Raised $55M Anyway.

On September 29, TechCrunch published a line that should make any founder in a hot category sit up. A quick look at public Crunchbase and PitchBook profiles, the reporter wrote, turns up at least two dozen companies selling some form of AI agent security.

Worse, the pitches blur together. Knowledge graphs. Continuous monitoring. Runtime security. Tool access. MCP vetting. Almost every vendor promises to discover and govern agents in roughly the same words.

In the same story, Reco announced a $55 million raise. The company says its valuation has more than doubled since February, that annual recurring revenue sits in the double-digit millions, and that it expects revenue to triple this year.

So how does one company raise a large round while being lumped in with twenty-plus look-alikes? The answer has less to do with security and more to do with a pattern any founder can use when their market suddenly fills up.

The demand is real. Companies are deploying AI agents faster than they can track them. Reco's CEO, Ofer Klein, told TechCrunch that at one Fortune 100 customer, Reco found 21,000 agents the company did not know existed. At a financial services customer, it found an agent set up by a former employee that could pull Salesforce data and send it to an outside domain.

Other companies are seeing the same thing. HiddenLayer raised $100 million earlier in September, and its CEO said more than 50 of its customers have agents in production touching critical systems. Cymphony, backed again by Sequoia, said it found about 85,000 files at one public company that had become reachable by AI tools. Air raised $50 million to vet the skills and add-ons agents use.

When buyers feel pain this sharp, money follows fast. And when money follows fast, founders follow the money. That is how a category goes from empty to crowded in about a year.

There is a reason every vendor ends up with the same homepage. Everyone is reading the same analyst notes, talking to the same CISOs, and hearing the same problem described in the same words. So they describe the solution in the same words too.

This creates a trap. If your pitch sounds like everyone else's, the buyer has no way to pick you except price or brand. Early-stage startups usually lose on both.

The TechCrunch piece makes a sharp observation here. The products differ, the reporter noted, but the promises sound quite similar. That gap between what a product does and how it is described is where most crowded-market startups lose deals they should have won.

Your job in a crowded category is not to describe the problem better. The buyer already knows the problem. Your job is to explain why you, specifically, are the one who can solve it.

Reco did not start as an AI agent security company. Until last year, it mostly sold software to map and secure SaaS apps and AI platforms. That is a less glamorous job, but it gave the company something newcomers did not have.

Reco already connects to more than 280 apps. It already knew which people, accounts, and permissions lived inside those apps. So when AI agents started showing up inside those same apps, Reco did not have to build its map from scratch. It extended the map it had.

The company now pitches a context graph that connects agents to apps, people, accounts, and permissions. That lets security teams see what an agent can reach and cut off access it does not need. Klein says new integrations can be added within days.

Notice the shape of that story. Reco did not claim to be the only company that cares about agent security. It claimed to be the company that already sat where the agents live. That is a much harder claim for a competitor to copy, because it took years of integration work to earn.

The customer base backs this up. Reco has more than 100 customers, and about 40% of the business comes from financial services. AT&T, itself a customer, invested through its venture arm. When a customer writes a check, that tells other buyers something no marketing page can.

The most useful lesson from Reco is simple. In a crowded market, your best position usually comes from something you built before the market got crowded.

Ask yourself these questions:

1. What data do we already have access to that a new entrant would need a year to collect? For Reco, it was the map of SaaS permissions.
2. Which customers already trust us with something sensitive? Trust is slow to earn and fast to transfer to a new product.
3. What integrations or workflows are we already embedded in? Being inside the daily tools is a huge head start.
4. What have we learned that is not written down anywhere? Hard-won knowledge about edge cases is a real edge.

If you can answer at least one of these with something specific, build your pitch around it. If you cannot answer any of them, be careful. You may be entering a crowded category with nothing that separates you from the other twenty.

If it helps to pressure-test these answers before you rewrite your deck, a planning tool like Foundra can walk you through positioning questions step by step. A whiteboard and an honest co-founder work too.

Once you know your asset, the pitch changes. Here is a simple before and after.

Before: "We help enterprises discover and govern AI agents with continuous monitoring and a knowledge graph."

After: "We already map the permissions inside 280 business apps. Agents live inside those apps. So on day one we can show you every agent, what it can touch, and which access to shut off."

The first version could belong to any of the two dozen vendors. The second can only belong to one.

A few rules help:

• Lead with the proof, not the category. Numbers like "21,000 agents found at one customer" do more work than any adjective.
• Name the unfair starting point. Say out loud what you had before the market got hot.
• Pick a beachhead. Reco's 40% concentration in financial services is not a weakness. It means buyers in that industry see peers using it.
• Cut every word a competitor could also say. If a rival could paste your sentence onto their site, delete it.

Reco's move worked, but repositioning into a hot category is not free. There are real risks worth naming.

You can lose your old customers. If your original buyers liked you for the boring job, a new pitch about a trendy problem can make them wonder whether you still care about them. Keep serving the core product well.

You can get priced like a feature. Large platforms are moving in. CrowdStrike is building agent controls on the devices agents run on. When a giant adds your idea as a checkbox, your pricing power shrinks unless your asset is hard to copy.

You can raise on hype and grow on nothing. Investors are eager to fund this space right now. That is good while it lasts. Make sure the revenue growth is real before you size your team for a market that may consolidate. Klein's own forecast is that revenue will triple this year. That is the kind of number you need to be able to point to.

You can confuse your own team. A new story needs to reach engineering, sales, and support at the same time. If only the deck changes, customers will notice the gap.

If you are reading this and thinking about your own market, here is a short plan.

1. List every competitor you know about. Put their homepage headlines in one document. You will probably be surprised by how similar they sound.
2. Circle every phrase that also appears on your site. Those phrases are not helping you.
3. Write down your asset. One sentence. What you have that a new entrant would need a year to build.
4. Test the new line with three customers. Ask them whether it matches why they bought. If it does not, keep digging.
5. Update your deck, site, and sales script together. Consistency is what makes a position feel real.

Crowded markets are not always bad news. They prove the problem is worth solving. The founders who win are the ones who stop shouting about the problem and start showing why they were already in the right spot.

How much did Reco raise? Reco raised $55 million, building on a $30 million round in February. Total funding is now $140 million, according to TechCrunch.

How many AI agent security startups are there? TechCrunch counted at least two dozen companies selling some form of AI agent security based on public Crunchbase and PitchBook profiles.

What makes Reco different from competitors? Reco already mapped permissions inside more than 280 SaaS apps before agents became a major concern. It extended that map to cover agents, rather than building from zero.

Should I pivot into a hot category? Only if you bring an asset that newcomers lack, such as data, integrations, or customer trust. Without one, you will compete mostly on price.

How do I know if my pitch sounds generic? Put your headline next to your competitors' headlines. If a rival could use your sentence without changing a word, it is generic.

1. Reco raises $55M as AI agent security startups crowd the market, TechCrunch, September 29, 2026
2. HiddenLayer nabs $100M as enterprises rush to secure their AI deployments, TechCrunch, September 2, 2026
3. Sequoia doubles down on Cymphony as AI agents create new enterprise security risks, TechCrunch, September 9, 2026
4. Air raises $50M to help companies vet the skills and add-ons AI agents use, TechCrunch, September 1, 2026
5. Reco raises $30M B round for a total of $85M, Newswire, February 2026