Axiomby Adverant
Product

Everything between an idea and a live product.

Grounded research, a conversational build surface, sovereign deploy, and a versioned product you own outright.

sovereign cells HPA / KEDA per-tenant isolation artifact-graph DAG

Grounded, not generative

Zero-hallucination contract

Every asserted finding resolves to a retrieved source. An unsupported claim is a gap, never a fact.

arXiv-level research

STORM-style decomposition, retrieval over your knowledge graph and the web, admissibility-checked citations.

Honest by construction

Projections tagged, unknowns shown as em dashes — the number is never fabricated to please.

The working surface

Full-screen chat + artifact

One conversational surface; a live AG-UI artifact canvas renders the tournament, dossier, plan-diff, and scorecard.

The invisible Refine Loop

Propose → refine → approve on every action. You see a plan and its changes, never the toolchain.

Progress Command Center

Every AI action is a visible run you can watch stream to completion.

Sovereign deploy

White-label cell

Own namespace, database, OAuth client, TLS certificate, and CI pipeline. First paint reveals no Adverant.

Horizontal scale

HPA for web, KEDA for workers — the product scales with demand out of the box.

Sealed black box

The orchestration brain stays a trade-secret black box behind a federation edge.

Own it, evolve it

Your repository

The venture is generated into your own forge repo — full clone and PR access, no lock-in.

Versioned pivot

Re-enter any stage, branch the artifact-graph, roll back with a git-revert. Recovery is a forward path.

Live iteration

Iterate any surface on a live product; changes are gated, versioned, and reversible.