On June 11, 2023, VOLT launched with a straightforward idea. AI workloads need more compute than centralized hyperscalers can ever deliver, and the solution would be a decentralized network of GPUs, not another mega data center, that turns underutilized capacity into on-demand infrastructure.
Three years later, we’ve fundamentally changed the AI compute market. VOLT is now the largest decentralized GPU network in the world. Thousands of GPUs distributed globally, with $8 million in enterprise deals closed in just Q1 of 2026 alone. That means real revenue from real companies running real production workloads, with all of that actual compute demand verified on-chain.
Today marks not only VOLT's third anniversary but also something truly momentous. The Incentive Dynamic Engine (IDE) is now live. And it will redefine how DePIN protocols prove their value.
It’s simple and based on real utility. Every token burn is tied to actual compute usage. This means every mint is transparent and fully verifiable on the VOLT explorer.
But to understand how we got here, we’ve put together a little retrospective of where we started, what we’ve built over the last three years, and what comes next.
Year one: From launch to product-market fit
June 2023 – June 2024
The VOLT team spent its first year with our heads down. We knew we could build a decentralized network that would deliver enterprise-grade GPU compute that teams would actually pay for. We just had to prove it.
To do this, we realized very early on that we would need to solve three primary problems simultaneously:
- Supply – Getting GPUs onto the network. A massive endeavor, combining business development and infrastructure logistics.
- Demand – Convincing AI teams to trust decentralized infrastructure. No small task.
- Orchestration – Making it work reliably enough that customers not only choose us in the first place for their compute needs but ultimately decided to come back.
What we shipped in year one
The VOLT team accomplished a great deal in just a year. A testament to achievements from both technical and non-technical teams alike.
- VOLT marketplace – Our decentralized GPU marketplace went live with 10,000 GPUs in the first quarter, offering users H100s, A100s, and consumer cards from a network of verified suppliers that spanned the globe.
- Single-GPU access – This quickly became VOLT’s first major differentiator. While AWS and GCP are busy forcing teams onto full 8-GPU nodes ($32-40/hr minimum) with predatory contracts, VOLT gave teams the ability to rent exactly what they needed, whether it was a single H100 for $2.20/hr instead of eight of them at $35/hr.
- First enterprise customers onboarded – Our first paying users ran the gum, from AI startups fine-tuning models and research labs running distributed training to SaaS companies deploying inference at scale, and everything in between.
- Token launch ($VOLT) on Robinhood – Our network went live with a simple tokenomics model: supply rewards for GPU providers and staking for network security. It worked, but it wasn't sustainable over the long-term. Emissions outpaced demand, and we knew it.
By the end of year one, VOLT had proven the model worked. Teams were paying for compute and suppliers were earning revenue, all on an infrastructure that was stable.
The tokenomics just needed to evolve.
Year two: Scale and ecosystem
June 2024 – June 2025
Year two was about going beyond proving "this works" to a vision that "this scales." We realized this with a clear plan that meant growing the GPU supply, deepening our enterprise relationships, and building strong partnerships, all of which would combine to position VOLT as the GPU layer for Web2 AI companies and Web3 infrastructure.
What we shipped in year two
Year two saw the VOLT team build on its first year successes, with a new product launch, more suppliers onboarded, co-marketing opportunities, and community building.
- Supply growth – The network added enterprise-grade data center capacity alongside consumer hardware, giving teams access to NVLink H100 clusters, high-bandwidth A100 pods, and cost-optimized RTX 4090 nodes.
- VOLT Cloud product launch – The core GPU cloud offering became a fully managed platform. Deploy Docker containers, run distributed training jobs, launch inference endpoints. No need for infrastructure management; teams simply went from account creation to running their first job in under 20 minutes.
- Industry momentum – Robinhood Foundation positioned VOLT as the DePIN infrastructure leader in their ecosystem. Messari, CoinDesk, and research firms began tracking VOLT as the benchmark for decentralized compute, while co-marketing deals with complementary protocols brought cross-ecosystem visibility.
- Astronaut program launch – 52 community members organized into seven crews (Dev, Social, Regional) providing support, amplification, and localization. The model worked: Discord moderation improved, X reach expanded, and regional markets (LATAM, APAC, Europe) got dedicated attention they deserved.
By the end of year two, VOLT had crossed into a new category. It moved beyond a DePIN experiment, to AI infrastructure that enterprise clients and AI startups around the world depended on. There was, however, still a gap between actual revenue and token emissions. Solving that problem became our priority as we entered our third year.
Year three: Real revenue, real burns
June 2025 – June 2026
Year Three was the year we proved DePIN could be a true competitor to traditional cloud providers. We set out to demonstrate that the GPU marketplace could be truly sustainable, profitable, and sustainable at scale.
What we shipped in year three
In year three, we built on our successes in previous years with more enterprise deals, confidential GPU access, and an even more active DePIN ecosystem. And, this was the year that we set out to deliver a fully evolved and sustainable tokenomics model.
- New tokenomics – We announced the roadmap to IDE: a demand-linked emissions model where token burns are tied to actual network revenue. This kicked off the community feedback loop, the first step toward sustainable tokenomics. But implementation was still six months out.
- Most active DePIN network – The network hit a new scale milestone. Supply now includes curated enterprise clusters (8× H100 NVLink pods), cost-optimized consumer GPU pools, and regional capacity in North America, Europe, and APAC. Availability is now 99%+ so that teams never have to queue for GPUs, they just launch and get to market faster.
- Confidential Compute launch – Security-first GPU access for privacy-sensitive workloads: encrypted enclaves, secure boot, and verifiable computation. What this did is open the regulated industries market in healthcare, finance, and legal. Teams can now run compliant inference and training jobs on VOLT without ever exposing sensitive customer data.
- Agent Cloud – For agents to be truly autonomous they need to be able to act without human intervention. With Agent Cloud, agents can purchase, manage, scale, and delete compute resources using existing credits without the friction of having to wait for humans.
After three years, VOLT isn’t just a DePIN project. We’ve done something bigger. We’ve fundamentally transformed into a revolutionary decentralized GPU cloud where real customers generate real revenue and value, with a tokenomics model to prove it.
With today’s launch of the Incentive Dynamic Engine (IDE) model, VOLT inaugurates a new era in tokenomics. Our industry-first model ties every token burn directly to compute revenue, and you can verify the transparency yourself through our public dashboard, tracking real-time on-chain data.
Three years in, we’ve built so much but, really, we’re just at the beginning of something monumental. A world where AI infrastructure is not lorded over by centralized entities. A world where devs don’t need to turn to mega data centers and predatory contracts. A world where AI is truly open and accessible made possible by decentralized compute and ope-source models.
The future of AI compute is being built on VOLT.
And 3 years in, we’re just getting started.