Every feature that closes the loop.
Helix turns raw data into evaluated models and back again. Here's exactly how the flywheel works, and the products behind each stage — the Data Engine, AEOS, and OpenClaw.
One loop that turns failure into fuel.
Most teams stitch crawling, labeling, training, and evaluation into a brittle chain. Helix makes them a single, compounding loop — the more it runs, the better your AI gets.
Crawl
Automated crawling and semantic indexing pull in the raw, real-world data your models have never seen.
Each stage of the loop is a product on its own.
Production-grade training data, on tap.
Crawl the open web, route work to a global annotator marketplace, and ship datasets your models can trust — with quality baked in at every step, not bolted on at the end.
Explore the Data EngineShip AI agents you can trust.
Evaluate, observe, and guard every agent in production. Statistical rigor instead of vibes, guardrails that fire in under 200ms, and automatic rollback the moment a release regresses.
Explore AEOSRun agents on infrastructure you own.
A self-hosted agent runtime: multi-provider routing, hierarchical memory, sandboxed tools, multi-channel delivery, and orchestration. No per-MAU tax, no vendor lock-in, no data leaving your VPC.
Explore OpenClawEverything else you get in the box.
Beyond the three pillars, Helix ships a full suite of capabilities — so the loop never leaves the platform.
MLOps & training
Pipelines, experiment tracking, and model registry.
Model Context Protocol
First-class MCP server and tool integration.
GenAI studio
Prompt, generate, and ground content with your data.
Decision-graph decomposition
Break complex ontologies into consensus micro-tasks.
Labs
Experimental capabilities and early-access features.
Tessera
Gamified contribution, rewards, and collectibles.
Analytics
Throughput, quality, and cost dashboards in real time.
Teams & collaboration
Roles, projects, and review workflows for orgs.
Marketplace
Datasets, models, and annotation services to buy and sell.
Challenges & rewards
Bounties that pull the crowd toward your hardest data.
Compliance & GDPR
Consent and audit trails out of the box.
Golden evaluations
Gold-standard test sets that gate every release.
Start the flywheel.
Bring your data, your models, and your hardest problems. We’ll help you turn them into AI that compounds.