introducing the small data center
Run AI locally — no cloud, no latency tax, no wasted power.NVIDIA DGX Spark + Gemma 4.
small-data-center.mp4 — 00:42REC ●
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small_models
Same accuracy.
Fraction of the cost.
Metric
Cloud Frontier Model Execution
Local / Right-Sized Routed Execution
Accuracypost fine-tuning
Baseline░░░░░░░░░░░░░░░░░░░░
Matches LLM░░░░░░░░░░░░░░░░░░░░
Latency
High░░░░░░░░░░░░░░░░░░░░
76% faster░░░░░░░░░░░░░░░░░░░░
Serving Cost
High░░░░░░░░░░░░░░░░░░░░
74% cheaper░░░░░░░░░░░░░░░░░░░░
Energy / Useful Packet
High░░░░░░░░░░░░░░░░░░░░
60% lower░░░░░░░░░░░░░░░░░░░░
$ idc status --production TOKENS_SERVED ........... 82.6B CO2_AVOIDED ............. 151 MT EQUIVALENT .............. 33 cars off the road [████████████████████████] ALL SYSTEMS OPERATIONAL
*Internal hybrid-inference benchmarks, compared with sending the same packet entirely to the cloud. *Internal benchmark supports latency/cost reductions
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architecture
How the Small Data Center Works
Each intelligence packet is routed dynamically — optimizing for latency, privacy, and cost per request.
idc_flow. - routing_map▶ LIVE
primary_path░░░░░░░░░░░░░░░░░░░░EDGE / LOCAL
overflow_path░░░░░░░░░░░░░░░░░░░░CLOUD / HEAVY
each “intelligence packet” routes dynamically between edge and cloud
announcement
InstaLILY Launches the "Small Data Center," Extending Autonomous AI to the Physical Economy
New hybrid edge architecture, built on NVIDIA DGX Spark, introduces intelligent routing between cloud and edge—optimizing every packet of enterprise AI from joules to tokens.
NEW YORK and SAN FRANCISCO, April 14, 2026 — InstaLILY AI today announced the Small Data Center, a new hybrid edge architecture that brings autonomous Physical AI to distributed enterprises. The deployment model fundamentally solves a looming crisis in enterprise AI: the power grid. As centralized cloud facilities hit their physical limits, massive energy dependencies are increasingly leading to compute throttling and scale constraints.
To bypass this bottleneck, InstaLILY is moving autonomous AI execution directly to the local branch. Powered by InstaBrain™, the platform now acts as an intelligent router—shifting workloads not just between large and small language models, but between large and small data centers. By dynamically routing each "intelligence packet" to the centralized cloud for heavy cognitive reasoning or to the edge for real-time execution, InstaBrain ensures the flow of intelligence is optimized for latency, privacy, and cost.
“We are entering an era where every business will be a data center business,” said Amit Shah, Founder and CEO of InstaLILY. “The centralized cloud is hitting an energy wall. For Physical AI to actually coordinate real-world logistics or branch operations at scale, compute must be distributed. Tomorrow’s companies will run not just on electricity, but on intelligence itself. By intelligently routing workloads between the cloud and the edge, we are freeing Main Street from cloud compute constraints and giving them the ability to build their own local AI operating cells.”
Built on NVIDIA DGX Spark, the Small Data Center leverages this intelligent routing to run state-of-the-art models like Gemma 4 locally. Benchmarks demonstrate that deploying Gemma 4 at the edge handles complex, structured operational tasks with a 100% success rate, while simultaneously cutting median latency by 76% and reducing per-request serving costs by over 74% compared to larger models.
This localized, highly efficient execution model is already delivering massive leverage in real-world applications. Featured in recent Google case studies, InstaLILY’s hybrid architecture has demonstrated a 98% overall reduction in serving costs, 99% faster end-to-end workflows, and diagnostic times compressed from 15 minutes to under 10 seconds.
Whether deployed in a regional equipment distribution hub, a retail back office, or a 50-truck field service fleet, the Small Data Center brings autonomous execution to the parts of the economy where work is physical, workflows are complex, and the cost of delay is real. By running state-of-the-art infrastructure right in the flow of work, enterprises maintain absolute privacy, security, and on-prem control over their most sensitive operational data—entirely immune to cloud outages or internet throttling.
The Small Data Center is live with selected design partners.
Y Combinator x Google DeepMind Startups Day
April 2026
1 / 28
01/08stack
NVIDIA DGX Spark
Desktop-size supercomputer. Drop it at the branch — no rack, no datacenter build-out, no special cooling.
- Fits on a shelf in the back office
- Standard 110V power, no special infra
- Ships pre-configured with the IDC stack
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