Do Labs experiments bill like production tools?

Yes, API-backed steps meter through the org wallet. Purely local UI play is free.

Are Labs stable for client deliverables?

Treat Labs as research, pin winning workflows into Flow builder or kit playbooks when proven.

Can I run Labs without sign-in?

Marketing previews exist locally; production Labs requires a signed-in workspace with backend access.

Module · Experiments

Labs

Sandbox experiments on a Miro-style board: keyword combinatorics, entity maps, RAG simulation, and narrative consistency. Drag, resize, and save workspaces before you productionize in flows.

01 Keyword combinatorics

Paste keywords, pick cluster count, and run explore with optional Transformers proximity and DataForSEO expansion. The 3D graph shows intent groups — same color, same landing-page intent.

Labs entity map with 3D site entity graph, KB overlap, and missing vs nailed entities

02 Entity map

Map a primary site against optional compare domains with Live API. The 3D entity graph shows nailed, missing, drift, and competitor coverage vs the knowledge baseline.

Labs RAG simulation showing retrieval orchestration from query to grounded response

03 RAG simulation

Trace agentic RAG from natural-language query through fetch, index, parse, and LLM context assembly to a citation-bound answer. See exactly what context the model receives before you ship content.

Resizable Controls and Stage panels on the board
Live API hooks to backend Labs endpoints
Save workspaces and reopen historical runs from the library

01 Keyword combinatorics

02 Entity map

03 RAG simulation

Labs questions