The Infrastructure Layer
Making AI Smarter,
Faster & More Efficient.

Optimize inference. Compress context. Orchestrate memory. Secure everything.

Explore the Platform planckgrid.ai
The Problem

AI models are scaling. Infrastructure isn't.

Enterprises face massive challenges when deploying long-context, memory-heavy AI systems.

  • Exploding inference costs

    Quadratic attention and long contexts drive up compute and latency.

  • Long-context inefficiency

    100K–1M token workflows are expensive and slow.

  • Fragmented memory

    Duplication, bloated vector stores, poor retrieval.

  • Security gap

    Lack of AI-native security and post-quantum readiness.

Our Solution

PlanckGrid is the AI Infrastructure Optimization Layer.

We combine advanced algorithms and systems design to reduce cost, latency, and complexity across the AI stack.

  • Optimize

    Lower inference and memory costs.

  • Compress

    Long contexts into compact semantic states.

  • Orchestrate

    Persistent memory that scales with you.

  • Secure

    Post-quantum security built for AI.

The PlanckGrid Stack

Five integrated modules. One unified platform.

Lattice Token Compression

Compress embeddings into efficient lattice representations.

Geometry-Aware Attention

Metric-driven routing for smarter, sparser computation.

Context Compression

Reduce massive contexts into semantic essence.

Holographic Memory

Boundary-based memory for fast, persistent, and scalable storage.

Post-Quantum Security

Secure AI artifacts, agents, and memory with lattice crypto.

Compress. Optimize. Orchestrate. Secure. Scale.
How It Works

From raw context to optimized intelligence.

Ingest

Raw Data

Compress

& Encode

Optimize

& Route

Store

& Retrieve

Secure

& Serve

Lower cost. Higher throughput. Better intelligence.
Real Impact

Measurable results for enterprise AI.

40%+Reduction in inference cost
60%+Context compression
2–4xLower latency
30–70%Lower memory usage
Enterprise Legal Workflow Example
BeforeAfter PlanckGrid
Context Size500,000 tokens25,000 states
GPU Memory80 GB26 GB
Latency12.4 sec3.1 sec
Storage100%42%
Developers & Enterprises

Built for Developers. Trusted by Enterprises.

  • API-first platformEasy integration with any LLM stack.
  • Model-agnosticWorks with leading models and frameworks.
  • Scalable anywhereCloud, private cloud, or on-prem.
  • Enterprise-grade securityPost-quantum ready by design.
compress.sh 
POST /compress

{
  "text": "Large context document"
}

# Response

{
  "compressed_tokens": 3324,
  "semantic_state": 256
}
Use Cases

Solving real problems across industries.

Legal Tech

Analyze contracts, cases, and documents at scale.

Finance

Fraud detection, research, and compliance.

Healthcare

Clinical research, patient data, and knowledge bases.

AI Agents

Long-term memory and persistent agent intelligence.

Market Opportunity

The AI infrastructure market is exploding.

$100B+ AI infrastructure market by 2030
25%+ CAGR through 2030

Massive inefficiencies waiting to be solved.

Market Size (USD)
120B 90B 60B 30B 0B 2024 2025 2026 2027 2028 2029 2030
Why PlanckGrid?

An unfair advantage, by design.

  • Integrated Optimization LayerNo one else combines all five modules.
  • Quantifiable ROILower costs, faster performance, immediate impact.
  • Security DifferentiationPost-quantum security built in.
  • Platform StickinessHard to replace once integrated.
Business Model

Multiple revenue streams.

SaaS API

Usage-based pricing for developers and startups.

Enterprise

Annual contracts with SLAs and private deployments.

On-Prem Licensing

High-value deployments for regulated and sovereign sectors.

Let's Build the Future
of AI Infrastructure.

PlanckGrid is the missing layer between models and real-world impact. Join us in building the infrastructure that will power the next decade of AI.

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