Multimodal ingestion
Engineering drawings, technical data packages, publications, structured records, and sparse or noisy signals. Each source is normalized, fingerprinted, and kept as evidence rather than flattened into text.
The platform
One architecture for every modality. Specialized agents do the work, deterministic gates decide what survives, a person signs what matters, and every step is written down.
Six components
Engineering drawings, technical data packages, publications, structured records, and sparse or noisy signals. Each source is normalized, fingerprinted, and kept as evidence rather than flattened into text.
Specialized agents draft, retrieve, compute, and critique. An orchestrator routes work by task and confidence, runs agents in parallel, and escalates what it cannot resolve.
Rules, geometry and unit checks, tests, and gold-set evaluations run on every proposal. A failed gate stops the pipeline. A passed gate becomes part of the record.
Every artifact carries its lineage: sources, agent, checks passed, reviewer, and the reason anything changed. Any output can be replayed from its history.
Experts approve, reject, or correct at defined points. Review is an authority tier, not a bottleneck: low-risk work flows through, high-impact changes wait for a signature.
Corrections feed back into prompts, checks, and models. Where real data is scarce or restricted, we generate labeled synthetic data to train and measure against.
Drag to compare
Typical AI answer Illustration
Maintainer: how do I restart the edge router after a failed patch?
Sure! Just reboot the router with sudo reboot, then reapply the patch. It should come back in a minute or two. If that does not work, try a factory reset.
Same question through HELM
Maintainer: how do I restart the edge router after a failed patch?
“3. Restart the edge router process with service edge-router restart. Wait 90 seconds for BGP to re-establish. … If neighbors do not re-establish in 90 seconds, do not repeat the restart. Escalate to the network admin.”
Deployment
Runs on a workstation, a private server, or a cloud tenant. The gates and the record do not change with the host.
Model-agnostic. Swap the model behind an agent and the same checks decide whether its work is accepted.
Designed to run without outside services. POINT, our live lab system, retrieves with no embeddings and no API key.
Readiness
Both systems run on synthetic or rights-cleared data. Neither is accredited or fielded. Each page states its limits.
Put HELM on a problem
We scope a focused pilot on your sources, with gates and a gold set agreed up front.
Discuss a program