A ten million dollar seed round to own the layer between every intelligent application and every model that runs it.
← → arrow keys, or swipe
Software is being rebuilt with intelligence inside it, yet the computation underneath belongs to a handful of frontier laboratories. Every product built this way inherits three things it never chose.
ModelBeat is orchestration intelligence, not a marketplace. It reads a request, splits it, routes each part to the model that answers it best, and returns one answer with context retained.
Elytra, our own evaluation protocol, benchmarks open-weight models continuously on quality, latency, and cost, and handpicks the cluster. Customers bring or build their own domain models alongside it. The method is set out in our own research: a position paper and a technical report.
Saving of 37 to 43 percent, measured in internal testing.
| ModelBeat | Routers | Marketplaces | Frontier direct | |
|---|---|---|---|---|
| Many models behind one key | ● | ● | ● | ○ |
| One request, decomposed and routed | ● | ◑ | ○ | ○ |
| Context retained across models | ● | ○ | ○ | ○ |
| Own benchmark protocol, refreshed | ● | ◑ | ○ | ○ |
| Bring or build your own models | ● | ○ | ○ | ◑ |
| On premises, per-token audit | ● | ○ | ○ | ○ |
The workspace wins the user. The engine wins the infrastructure. A model can retire without the layer above it noticing.
Late-stage NDA discussions with a Big Four firm, a large mining group, and a European bank sit outside the active pipeline figure.
Aniket Tapre
Founder and CEO
A serial entrepreneur with five exits across different domains and a proven record of building and selling technology companies. A product and technology founder who conceived the sovereign AI thesis early and now leads a team of thirty-five across the US, the UK, and India.
Sheetal Patole
Co-Founder
A career at the top of the very enterprises Neural Arc sells to, with senior roles at Barclays, Rio Tinto, PwC, Macquarie Bank, and Deloitte. She knows exactly how large regulated organizations evaluate, buy, and govern technology, because she has run it from the inside.
Target return is a management target, not a guarantee. Private investments carry risk, including the loss of capital.
The application layer is crowded. The layer underneath it is not.
Newark, Delaware · Pune, India · Confidential · Prepared for prospective investors · 2026