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Your AI demo will not survive production. We fix that.

LLM infrastructure architects. We bring distributed systems discipline to the non-deterministic world of Claude and production AI.

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Production AI is a systems problem, not a prompt problem.

Pixel Penguin Labs is an enterprise Claude implementation firm for teams that need AI products, workflows, and gateways to survive production traffic, regulatory audit, and cost scrutiny.

What we ship
Claude applications, AI gateways, and production-grade LLM systems — with Edge DLP, cost controls, and deployment verification built in.
Who it is for
CTOs and product leaders in regulated, cost-sensitive, or high-availability environments who cannot afford a production AI failure.
How we work
Diagnose the failure mode. Architect the system so model swaps do not break it. Ship working code. Prove it survives production before your users do.

What you get

Capabilities
API

Claude Applications

Cut compliance review time 65%. Deploy production AI agents in 4 weeks. RAG, agentic workflows, document intelligence — built for Claude.

IND

Industry Solutions

Catch 3x more drug interactions. Reduce regulatory review time by half. Find the defect line in your fab before it ships.

AI

Advisory & Enablement

Find the architectural decision that will kill your AI project before you spend $200K finding out. Architecture reviews, delivery playbooks, team enablement.

Architecture & ROI

Metrics
Token101 Protocol
Cost controls by design
Policy failover. Model-tier routing. Edge DLP scrubbing.
Token101 routes Haiku for triage, Sonnet for standard work, Opus for reasoning.
You see every token, every cost, every route decision.
/Zero Payload Retention
/No Model Training
/SOC 2 Readiness
Cost Optimized
Cost Governance

Edge DLP strips PII before it reaches the model. Token101 routes by workload, policy, risk, and budget. You control every route decision.

Rapid Delivery

From $15K diagnostic to $300K multi-agent deployment. 2-16 weeks. Fixed scope.

FORTUNE 500 HEALTH INSURER.
FOLLOW-UP +55%, API COST -40%.
APAC TOP-10 INSURER.
REVIEW TIME -65%, COVERAGE 85%→98%.
SEMICONDUCTOR FAB.
EDGE-DEPLOYED 7B MODEL REPLACED PLC DOWNTIME.
Claude Implementation | Token101 Gateway | Privacy-first Delivery

Stop demoing. Start deploying.

Get a Diagnosis in 30 Minutes

Get a diagnosis in 30 minutes. Starting at $15K. Senior engineer responds within 24 hours.