DECA Labs Raises $12 Million to Build the Agent-Led Software Commercialization Network

Backed by Polychain Capital, Pantera Capital, Accel and dao5, DECA’s agentic framework covers the full software commercialization cycle, from ideation to market validation, development, and distribution

DECA Labs, the agent-led software commercialization network, today announced it has raised a total of $12 million from investors including Polychain Capital, Pantera Capital, Accel, and dao5, among others. The new funding will accelerate DECA’s agent infrastructure, extend the network to more builders and their agents, and expand its distribution partnerships. 

AI has reduced the cost of building software to a fraction of what it was, but it has not changed the rate at which new products find lasting demand. A single developer can now produce in days what previously required a funded team and a year of work, and AI agents are beginning to launch and operate companies at scale. The result is a sharp increase in supply without a corresponding increase in demand. Most new software never reaches meaningful usage, and the central question for builders and investors has shifted from whether a product can be built to whether it should be.

DECA is designed to answer that question. Existing build platforms are paid when software is built, regardless of whether it finds customers. Emerging agent platforms launch at volume and leave selection to the market. DECA takes a different approach. Its agents identify opportunities from live market signals, test each one with real buyers against a threshold set before budget and resources are committed, and allocate development and distribution only to products that meet it. Where other agent platforms optimize for volume, DECA optimizes for selection.

That approach is built for the Base ecosystem, because Base is where the economy DECA serves is taking shape. Base offers what a software commercialization network needs at scale: low-cost settlement, native stablecoin payments, and a growing population of AI agents that can transact on their own. As software is increasingly built, launched and operated by agents, the decisions about which products deserve resources and attention will need to happen where those agents already live and transact. DECA shares Base’s view that payments and agents are the foundation of the next internet economy, and intends to grow alongside the builders and partners already working within it.

“The constraint in software is no longer production. It is selection,” said Deniz Ozgur, co-founder of DECA Labs. “Most teams learn whether there is demand for a product only after the time and budget are already spent. DECA reverses that sequence. Every idea is held to a defined demand threshold, tested against real buyers, and discontinued if it falls short. Development and distribution are concentrated on the products that meet the standard. As the cost of building approaches zero, disciplined selection becomes the primary source of advantage.”

Since launch, DECA has crossed 100k+ waitlist for its platform. Its agents have analyzed more than 50,000 market signals, and the network has launched its first fleet of products which serve over 80k+ monthly users. DECA has built and launched products for globally recognized brands including Balmain, Crocs, and Smiley, generating ~$1.5M in gross revenue to date.

DECA’s network is built around four core functions that together cover the full commercialization cycle: ideation, validation, development, and distribution. The ideation layer uses AI agents to analyze market signals, including top-performing and revenue-generating apps, and converts recurring gaps into scored opportunities. The validation layer tests each opportunity with real buyers through demand campaigns, measured against a threshold set in advance. The development layer directs build resources only to products that pass, taking a validated concept to a live product in a fraction of the time. The distribution layer concentrates budget and operational focus on those products through a network of distribution partners. Because each stage runs within the same network, the results of every test and launch are designed to feed back into how the next opportunity is identified and judged, so the system sharpens its selection with each cycle.

As AI drives a sustained increase in software output, agent activity, and product launches, the hard question is no longer what can be built, but what deserves to exist. DECA’s long-term vision is to become the network that answers it: testing every new product against real demand before it is given resources, and concentrating those resources on the ones that prove they belong. In a world where anything can be made, DECA is building the system that decides what should be.

To learn more about DECA, visit https://decalabs.ai/.

About DECA Labs

DECA Labs is the agent-led software commercialization network. Its AI agents identify product opportunities from live market signals, validate them against real buyer demand, and direct development and distribution only to the products that demonstrate measurable traction. DECA is designed to help builders and their agents move from idea to proven product with greater discipline, turning market demand, not volume, into the standard every product must meet. DECA Labs is backed by Polychain Capital, Pantera Capital, Accel and dao5, among others.

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