How SetMeld Composer and SetMeld Pipeline fit together
SetMeld Composer is the design environment where sources are connected, scanned and mapped. SetMeld Pipeline is the execution engine that carries those mappings out and keeps the knowledge graph current. An AI assistant works alongside your team at every stage.
SetMeld Composer
Connect sources, scan them, and let the AI pipeline design the ontology, transformations and entity resolution strategy. Reviewed by your team before anything runs.
Inside SetMeld ComposerSetMeld Pipeline
Execute approved configurations once or continuously. Every query, transformation and load is logged with timings, so operators can see exactly what happened.
How it runsKnowledge graph
The output: one clean schema over every connected system, with datasource attribution on every answer and optional export onward to your data lake.
What you getConnectors
Any structured dataset, through a guided connection flow that diagnoses its own failures. Upload data dictionaries to teach the model what your fields mean.
Connecting sourcesDeployment & security
Fully self-hosted with an LLM of your choosing, or managed on SetMeld Cloud with the graph still resident in your network.
Deployment modelsWhy SetMeld
How this compares with system integrators, low-code ETL, and the AI search tools that promise answers and deliver paragraphs.
Compare approachesThe same workflow, wherever it runs
Both deployment models share identical components and stages. The choice between them is driven by your security, compliance and operational requirements. Feature availability is identical.
Five stages, one guided session
Connect
Credentials through a guided flow. Each source is scanned for its tables, columns, types, keys and relationships.
Gather
The gathering agent flags what the scan cannot settle alone and asks your experts, one column at a time.
Generate schema
The AI pipeline designs the ontology, the transformations and the entity resolution rules, then shows you its work.
Sync
SetMeld Pipeline extracts, transforms, resolves entities across systems and loads the graph. Once, or continuously.
Query
Analysts, applications and agents query everything through one interface, with attribution back to source.
See it against your own systems.
The fastest way to understand SetMeld is to watch it scan two of your databases and propose a unified model.