Manufacturing

The Retrieval Infrastructure for Manufacturing AI

ZeroEntropy gives developers the models and infrastructure to build accurate search and RAG over manufacturing data: maintenance logs, SOPs, engineering specs, and equipment documentation. One API for both human-facing search and AI agent context.

Use Cases
Maintenance & TroubleshootingRetrieve exact procedures, diagrams, and parts lists from decades of equipment documentation.
Quality & ComplianceSearch across inspection reports, deviation records, and audit documentation instantly.
Engineering KnowledgeMake tribal knowledge searchable: specs, design rationale, test results, schematics.
AI AgentsFeed agents the right context for root-cause analysis, report generation, and diagnostics.
The Problem

Generic Retrieval Breaks on Manufacturing Data

Manufacturing documents are messy, multiformat, and full of domain-specific terminology. Off-the-shelf embeddings and keyword search miss critical context… and both your technicians and AI agents notice.

75.17%
NDCG@10

Average accuracy across all benchmarks (Top of Leaderboard).

280 ms
p99 latency

End-to-end latency (embed + rerank).

cheaper

Than any API-based models.

What Teams Are Saying

Our technicians used to dig through binders of PDFs to find the right procedure. Now they describe the problem and get the exact page in seconds.

VP of Engineering, Industrial IoT Company

We benchmarked every retrieval option against our equipment manuals and SOPs. ZeroEntropy handled the technical jargon and document structure better than anything else.

Head of AI, Manufacturing Software Platform

Integrated into our maintenance workflow in three days. Our field engineers surface root-cause documentation that used to take hours to find manually.

CTO, Industrial AI Startup
Technology

Human-Level Retrieval for Manufacturing

ZeroEntropy unifies manuals, maintenance logs, sensor documentation, and SOPs to deliver instant, accurate insights across your entire operations knowledge base.

01

Maintenance & Troubleshooting

Retrieve exact procedures, diagrams, and parts lists from decades of equipment documentation.

02

Quality & Compliance

Search across inspection reports, deviation records, and audit documentation instantly.

03

Engineering Knowledge

Make tribal knowledge searchable: specs, design rationale, test results, schematics.

04

AI Agents

Feed agents the right context for root-cause analysis, report generation, and diagnostics.

Ship Retrieval That Works

Integrate ZeroEntropy in minutes. Models only, or end-to-end retrieval. Production-ready.

AWSHugging FaceAzure
Partner Providers

Access all models through a single, latency-optimized API, or through our partner providers.

# Create an API Key at https://dashboard.zeroentropy.dev

from zeroentropy import ZeroEntropy

zclient = ZeroEntropy()

response = zclient.models.rerank(
    model="zerank-2",
    query="What is Retrieval Augmented Generation?",
    documents=[
        "RAG combines retrieval with generation...",
    ],
)

for doc in response.results:
    print(doc)
API
ZeroEntropy API

Start building in minutes with Python and TypeScript SDKs.

VPC
ZeroEntropy VPC

Deploy in your own cloud with dedicated infrastructure. Available on AWS Marketplace and Azure.

Enterprise
Enterprise and Model Licensing

Custom deployments, dedicated capacity, model licensing, model fine-tuning, and SLAs. Talk to us.

Enterprise-Ready

From security to scale, ZeroEntropy is built for the demands of production ready AI

Compliance portal
SOC2 Type II

SOC2 Type II

Audited controls for data security, availability, and confidentiality — verified annually.

HIPAA Compliant

HIPAA Compliant

BAA-ready infrastructure with encryption at rest and in transit for protected health data.

Security lock blueprint
GDPR Compliant

GDPR Compliant

Full data residency controls, right-to-deletion, and DPA agreements for EU customers.

CCPA Compliant

CCPA Compliant

Consumer data rights honored with full transparency on collection, use, and deletion.

ZeroEntropy
The best AI teams retrieve with ZeroEntropy
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