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ELM Labs

An applied AI lab.

We help teams secure the websites and apps they've already shipped — and build the AI systems behind them.

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Who we work with

Product TeamsWeb & app makers
AI BuildersLLM features to secure
Data-Heavy OpsPipelines & automation
PlatformsAPIs & user data to protect
EnterpriseInternal systems, integrations

From securing AI features to shipping ML and automation — across the stack.

How it works

1
DiscussTell us about your project
2
ProposeDetailed proposal within 48h
3
BuildWorking demos at every checkpoint
4
ShipDeployed, tested, documented

Why us

Production-grade

Rigorous, tested, documented work — security findings come with fixes, not just reports.

TypicalUs~2×

Fast delivery

A focused lab, direct communication, no bureaucracy. We move fast and stay technical.

UsYou

You own everything

Full IP transfer on delivery. No lock-in, no proprietary platforms, no black boxes.

Full IP transfer. No lock-in. No surprises.

What we've built

Security & AI Red-Teaming

We audit and harden the products teams ship — and stress-test their LLM and AI features for prompt injection, data leakage, and abuse before attackers find the gaps.

Audits & Hardening

Code, dependency, auth, and data-exposure review — with fixes, not just findings.

AI App Red-Teaming

Prompt injection, jailbreaks, and data-leakage testing against real AI features.

See our work
OnePilot agent interfaceOnePilot coding IDEOnePilot workflow view

AI, Data & Prediction

Integration, automation, and ML — chatbots, RAG, agents, autonomous data pipelines, and models that detect anomalies and forecast outcomes. Systems that find patterns humans miss and run themselves.

Machine Learning & Prediction

Anomaly detection and forecasting — models that ship to production.

Automation & Data Pipelines

Collection, transformation, and delivery — systems that run without manual steps.

See our models
Regime DetectionLive
BullBearBull
Market IntelligenceEurostat
22Q128Q232Q336Q4
SupplyDemand

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From the Blog

Guides, insights, and pricing breakdowns

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Ready to ship securely?

Tell us what you're building.

Security AuditAI App SecurityAI Integration

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