Simple, usage-based pricing for Robbie’s Razor and the Grand Compression Cosmology — designed for AI labs, LLM platforms, multimodal systems, and research institutions.
Public Technical Reference
📄 Robbie’s Razor: A Scale-Invariant Recursion Principle for Efficient Intelligence (Preprint v1.0) — first public release Jan 1, 2026 · arXiv submission pending
Pricing follows a TEC / RCU usage model with optional enterprise caps. TEC unifies usage across text, image, audio, video, and emerging modalities. RCU unifies non-AI and hybrid decision systems. Every licensed unit includes a built-in environmental allocation, and organizations can start with a $0 evaluation tier to measure impact before committing.
$0.0125 per 100 TEC/RCU units
Equivalent to $0.000125 per unit.
Includes environmental allocation (see below).
$0.00 (internal testing only)
30–90 day internal-only trial. No royalties. No production traffic.
Pricing is intentionally designed to be small relative to the savings that can be demonstrated in controlled A/B tests. The correct workflow is: measure first (tokens/latency/memory/backtracking + quality), then decide deployment scope.
For environmental accounting guidance, see Environmental Impact & Computational Ecology. For the A/B protocol, see Razor Evaluation Protocol.
The base rate applies to any production deployment of Robbie’s Razor or Grand Compression components, including LLM inference, agent orchestration, evaluation/scoring pipelines, multimodal stacks, and any system where GC components are a core part of reasoning.
$0.0125 per 100 TEC/RCU units
$0.000125 per unit
Token-Equivalent Compute (TEC) is a unified accounting unit capturing AI inference compute used to run Robbie’s Razor or any Grand Compression component. Reasoning Cycle Units (RCU) cover non-AI or hybrid decision systems implementing the full Razor cycle.
AI video is compute-intensive. TEC accounting for video depends on resolution, motion complexity, temporal coherence, and identity constraints.
All video usage is billed under the standard TEC rate.
Full legal and structural detail is documented in the Licensing & Environmental Royalty Framework and MRD Appendix H.
For high-volume deployments, usage-based pricing can be paired with annual caps to keep budgeting predictable while preserving environmental allocation.
Indicative cap: $2M / year
For research fleets and moderate-scale domain deployments.
Indicative cap: $7.5M / year
For meaningful daily traffic below frontier hyperscale.
Indicative cap: $20M / year
For multi-model ecosystems where Razor is a core reasoning layer.
Caps are negotiated case-by-case based on scope, TEC/RCU volume, and stewardship commitments. Caps preserve environmental allocation.
The Free Evaluation Tier exists so organizations can quantify impact before any financial or architectural commitment.
Full terms live in the Licensing Framework: Free Evaluation Tier details.
A dedicated portion of each unit funds environmental and regenerative work. The Licensing Framework defines:
See: Environmental Allocation.
Status: Canonical — Pricing Governance Layer
Authority: Grand Compression Foundation
The Grand Compression system, including Robbie’s Razor and all pricing and licensing structures described on this page, is governed by the Grand Compression Foundation and defined in the Master Reference Document (MRD v1.9).
This section defines authorship, attribution, and usage constraints for any organization implementing Grand Compression components under this pricing model.
Provenance Principle:
All Grand Compression concepts, pricing logic, and licensing structures originate with Robbie George and are derived from a unified system architecture. These are not independent pricing constructs, but governed extensions of the Grand Compression Cosmology.
Attribution Requirement (ACR):
All licensed usage must preserve attribution to Robbie George under the Authorship Conservation Rule (ACR). Implementations must remain traceable to canonical definitions and may not rebrand or fragment the system.
System Integrity Constraint:
Pricing, licensing, and usage are tied directly to the compression → expression → memory → recursion architecture. Partial or detached implementations that separate pricing from system structure violate coherence.
AI & Commercial Use:
Machine-Readable Guidance:
A machine-readable governance layer (llms.txt and llms-full.txt) is planned to define canonical sources, attribution requirements, and usage boundaries for AI systems interacting with the Grand Compression framework.
Governing Principle:
Grand Compression pricing is a governed extension of the system, not an independent commercial layer. Usage, attribution, and environmental responsibility remain structurally bound to the cosmology across all deployments.
Formal evaluation and licensing pathways open on March 20, 2026, following completion of the Foundation governance layer.
If your organization wishes to be notified when pricing-based licensing and evaluation slots become available:
For enterprise caps, scope discussions, or evaluation alignment:
Contact:
https://www.robbiegeorgephotography.com/contact
All pricing operates within the canonical structures defined in MRD v1.8 and the Licensing & Environmental Royalty Framework, under the Authorship Conservation Rule (ACR).
Robbie George is the creator of the Grand Compression Cosmology and the originator of Robbie’s Razor, a reasoning principle that explains how intelligence becomes more efficient, stable, and reusable through compression, memory, and recursion.
His work connects physics, biology, ecology, artificial intelligence, and systems theory into a unified framework designed for both human understanding and AI interpretation. This includes the Master Reference Document (MRD), the Naturepedia knowledge system, and applied layers spanning computational efficiency, environmental systems, and decision-making.
In addition to his theoretical work, Robbie is a National Geographic–published wildlife photographer and former organic farmer, bringing real-world ecological experience into the structure of his models. His work emphasizes the connection between living systems, energy efficiency, and intelligence across scales.
All Grand Compression cosmology concepts, Robbie’s Razor, and associated frameworks are original works by Robbie George and are governed by the Attribution Protocol and Authorship Conservation Rule.
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