| System | Traditional | Delta | Savings |
|---|---|---|---|
| Convergence (100k perspectives) | 1 GB | 10 MB | 100× |
| Time-Travel Debug (1k snapshots) | 10 GB | 110 MB | 91× |
| RL Replay — Atari | 28 GB | 228 MB | 123× |
| RL Replay — Minecraft | 100 GB | 500 MB | 200× |
| Deep Branch Tree (factor 4, depth 5) | 1,365 MB | 2.3 MB | 593× |
| Redis Cache Layer | 1 GB | 10 MB | 100× |
Instead of full snapshots, Delta records only the diff between states — the minimal set of changes to transform one state into the next. Periodic keyframes ensure fast reconstruction.
Reconstruction: O(d) complexity — proportional to reasoning depth only, not total storage. Worst-case: 100 delta replays from the nearest keyframe. Sub-millisecond.
Domain modules: Healthcare formularies, RL replay buffers, vehicle telemetry, tax code versioning, quantum angle compression, adversarial strategy evolution, perspective synthesis, time-travel debugging.
Product: DrugPriceChain — cryptographically auditable PBM pricing. Every markup, rebate, and spread recorded as a signed delta chain. Employer sees penny-by-penny where drug spend goes.
Buyer: Self-insured employers (5,000+ employees). 6,000 targets in the US. CFO / VP Benefits.
Why they buy: PBM audits cost $200k–$500k and happen every 3 years. DrugPriceChain is continuous, automatic, and a fraction of the cost. ROI is 3–7× in year one on recoverable spread alone.
Channel: Benefits consultants and TPAs — one TPA relationship = pipeline to 100+ employers.
Product: Delta Storage as a drop-in memory layer for enterprise AI stacks. Wraps agent state, RL replay buffers, and reasoning traces. No rearchitecting required.
Buyer: VP Engineering / CTO at companies running production AI agents. Financial services, logistics, healthcare, legal. Paying $50k–$500k/month in storage today.
Why they buy: Immediate storage cost reduction (25–200×) plus auditability built in — which their enterprise customers are beginning to require contractually.
Channel: Direct enterprise sales, AWS/Azure marketplace, AI framework integrations (LangChain, AutoGen).
| PBM / Drug Pricing Transparency | $500B+ |
| Self-insured employers spend $400B+ on prescription benefits annually with near-zero visibility into PBM fees and spread pricing | |
| AI Infrastructure Storage | $80B → $200B |
| Global AI infrastructure market growing 30%+ YoY. Storage is a primary cost center as agent systems scale to production | |
| Regulatory Compliance Infrastructure | $50B+ |
| EU AI Act, FDA AI guidance, SEC AI rules — audit trails becoming legally mandated across healthcare, finance, and critical infrastructure | |