What is PEIP?

PEIP — PrimeWave Energy Intelligence Platform — is a sovereign infrastructure intelligence layer that sits between your applications and your AI systems, measuring and reducing compute waste in real time.

PEIP helps organizations reduce AI and infrastructure waste by detecting compute drift, retry accumulation, token inefficiency, and orchestration imbalance before costs scale out of control.

Every AI request passes through the PEIP intelligence layer. Workloads are analyzed, drift-scored, governed, optimized, and audited — automatically, without changing your existing stack.

Problem Solved

As organizations scale AI workloads, infrastructure costs grow faster than output value. The root causes are structural — not visible in standard monitoring:

• Retry accumulation — failed requests retry repeatedly, multiplying compute costs silently
• Token waste — prompts are verbose, redundant, or poorly scoped, consuming excess tokens
• Orchestration drift — multi-agent pipelines lose coherence, creating instability loops
• Model over-provisioning — large models used where small models would produce equivalent output
• Latency escalation — infrastructure pressure compounds over time without detection

Standard observability tools measure outputs. PEIP measures structural drift — the patterns that predict and cause infrastructure waste before they become visible in cost dashboards.

Business Model

PEIP is a SaaS subscription platform with three tiers, billed monthly via PayPal:

Starter — $49/month

For teams beginning AI infrastructure optimization. Includes dashboard access, 10,000 workloads/month, drift analytics, and monthly signed reports.

Professional — $149/month

For growing teams with active AI workloads. Includes API optimization access, 100,000 workloads/month, advanced drift analytics, weekly reports, and priority support.

Enterprise — $499/month

For organizations requiring sovereign infrastructure. Includes 1M+ workloads/month, dedicated deployment, governance controls, sovereign mode, Janelle integration, and SLA guarantee.

Pilot Program

PEIP is currently accepting founder pilot organizations. The pilot program provides full Enterprise access, direct support from the DESVY / PrimeWave team, and the opportunity to shape the platform roadmap.

Who should apply

• Organizations running AI inference at scale
• Infrastructure teams concerned about compute costs
• Labs and research groups using multi-agent orchestration
• Enterprises building sovereign AI infrastructure
• Energy and sustainability-focused technology organizations

What pilots receive

• Full Enterprise plan access
• Direct onboarding support
• Custom governance policy configuration
• Weekly signed optimization reports
• Access to benchmark and replay validation
• Influence on product roadmap

Request pilot access →

How PEIP Works

PEIP operates as an intelligence layer between your application and your AI infrastructure. Every workload passes through a 10-step optimization pipeline:

1. Ingestion — Workload arrives at the PEIP gateway via API or SDK integration
2. Cache check — Repeated patterns are served from intelligent cache, eliminating redundant inference
3. Drift analysis — The PrimeWave drift engine computes a structural state vector for the workload
4. Governance evaluation — Policy engine checks workload against organization rules and infrastructure pressure
5. Retry suppression — Retry loops detected and capped before they accumulate
6. Token compression — Prompt inefficiency identified and compression applied where beneficial
7. Model routing — Workload routed to optimal model based on complexity and drift signals
8. Optimization plan — Full optimization plan generated and logged
9. Energy estimation — Transparent compute reduction estimates calculated
10. Audit logging — Every decision written to append-only, HMAC-signed audit chain

Drift Intelligence

The PrimeWave Drift Engine computes a structural state vector for every workload:

Each signal is normalized to 0.0–1.0. The composite drift score determines the workload's stability classification:

• Nominal (0.00–0.10) — Infrastructure stable, no action required
• Low (0.10–0.20) — Minor drift detected, monitoring active
• Moderate (0.20–0.40) — Optimization applied, governance monitoring
• Elevated (0.40–0.65) — Throttling applied, governance escalated
• Critical (0.65–1.00) — Infrastructure protection mode, workload governed

Optimization Engine

The PrimeWave Optimization Engine applies intelligent workload reduction without degrading output quality:

Token Optimization

Prompt compression candidates identified via the Y_t signal. Classification and embedding workloads receive up to 70% token reduction. High-token batch workloads receive up to 50% reduction.

Model Routing

Workloads are classified and routed to the smallest appropriate model. Workloads are automatically routed to the smallest capable sovereign intelligence layer. Advanced reasoning and orchestration are invoked only when required.

Retry Suppression

Retry accumulation tracked via global Redis pressure tracker. Organization-level retry caps enforced automatically. Storm conditions (15+ retries in window) trigger infrastructure protection mode.

Intelligent Caching

Repeated request patterns identified via semantic fingerprinting. Cache hits eliminate redundant inference entirely, producing 100% token and compute reduction for repeated patterns.

Governance & Audit

Every PEIP decision is governed by organization-scoped policies and recorded in an immutable audit chain.

Governance Escalation Levels

• Level 0 — Normal: Within policy bounds, optimization applied
• Level 1 — Retry Capped: Retry count at or exceeds organization cap
• Level 2 — Throttled: Elevated drift or pressure detected
• Level 3 — Suppressed: Retry storm or critical drift detected
• Level 4 — Cooldown: Infrastructure protection, temporary org suspension

Audit Chain

Every event is written simultaneously to the PostgreSQL database and an append-only JSONL flat file. All events are signed with HMAC-SHA256. The audit chain cannot be modified — only appended. Events include timestamp, workload ID, organization, routing path, optimization decisions, drift score, governance action, and estimated savings.

Reports

Signed optimization reports available in PDF, JSON, and CSV format. Reports include timestamps, org scope, workload metrics, governance decisions, and HMAC-SHA256 signature for integrity verification.

Pilot Onboarding Steps

1. Visit peip.desvy.com/signup and create your organization account
2. Select your plan — Starter for evaluation, Professional or Enterprise for production
3. Complete onboarding at /onboarding — generate your first API key
4. Submit your first test workload through the PEIP gateway
5. Review your first optimization report and drift score
6. Configure governance policies in the Policy Engine dashboard
7. Integrate the PEIP API into your infrastructure pipeline
8. Run benchmark suites to validate optimization against your workload types

API Overview

All API routes require JWT bearer token or X-API-Key header. All responses are JSON. Organization isolation enforced at every endpoint.

Authentication

Core Endpoints

Organizations

PEIP is fully multi-tenant. Every organization is completely isolated — workloads, audit logs, reports, API keys, and billing are scoped exclusively to your organization. No cross-organization data is ever visible.

Roles

• Owner — Full access, billing management, user management
• Admin — Full access except billing
• Analyst — Read workloads, reports, and drift data
• Viewer — Read-only dashboard access

Sovereign Mode

Enterprise organizations can enable Sovereign Mode — a dedicated deployment configuration with enhanced isolation, custom governance policies, and dedicated infrastructure. Contact us to configure sovereign mode for your organization.

Frequently Asked Questions

Contact & Pilot Request

To apply for the PEIP pilot program or request a live demonstration with the PrimeWave team: