Connected to everything you already run
CRM, ERP, file storage & communication tools. Assembly brings it all in as one single Context Layer.
Businesses run across Systems of Record, spreadsheets, email and Teams. The data exists, it just isn’t unified or trusted. Reconciliation stays manual. AI has no context from which to work.
CRM, ERP, file storage & communication tools. Assembly brings it all in as one single Context Layer.
AI is only as good as the context it has. Assembly grounds its context on how your business works through its Ontology layer.
The same entity exists in multiple systems under different names. Assembly naturally tracks & manages it as one.
Assembly runs inside your data platform. No data egress, no new tooling to approve and nothing exposed to third party models.
100%
of records traced to source and governing rules
Every artefact and metric links to its source, document and ontology version. Risk, audit and executive teams get the evidence to explain any decision.
100%
of merges explained and replayable
Assembly’s AI resolution layer builds one identity across your systems. Every merge records what matched, why and from which source. Nothing is overwritten, every decision replayable.
One
shared model of how your business works
The nouns and verbs of your business, defined once in a versioned map. Agents get enriched context and guardrails, consistent across every workflow and tool.
One
interface for all your agents & harnesses
Assembly exposes context, documents and governance as MCP tools: point-in-time queries, guardrails, call logging. Cortex, Claude or your own agents plug straight in.
Businesses run across Systems of Record, spreadsheets, email and Teams. The data exists, it just isn’t unified or trusted.
Reconciliation stays manual. AI has no context from which to work.













CRM, ERP, file storage & communication tools. Assembly brings it all in as one single Context Layer.
AI is only as good as the context it has. Assembly grounds its context on how your business works through its Ontology layer.
The same entity exists in multiple systems under different names. Assembly naturally tracks & manages it as one.
Assembly runs inside your data platform. No data egress, no new tooling to approve and nothing exposed to third party models.
100%
of records traced to source and governing rules
Every artefact and metric links to its source, document and ontology version. Risk, audit and executive teams get the evidence to explain any decision.
100%
of merges explained and replayable
Assembly’s AI resolution layer builds one identity across your systems. Every merge records what matched, why and from which source. Nothing is overwritten, every decision replayable.
One
shared model of how your business works
The nouns and verbs of your business, defined once in a versioned map. Agents get enriched context and guardrails, consistent across every workflow and tool.
One
interface for all your agents & harnesses
Assembly exposes context, documents and governance as MCP tools: point-in-time queries, guardrails, call logging. Cortex, Claude or your own agents plug straight in.
A partnership that runs deep
Pygio is a Snowflake Premier Partner. We chose Snowflake because governance, security and scale are already solved, at a standard the world’s largest enterprises depend on. That lets us focus on the work our clients actually need: making their data usable. Everything we build stays inside your account, under your controls, with nothing to procure and no new vendor to approve.
One context layer. Every function draws from the same resolved foundation.
Close the gaps before they cost you.
Billing, ledger and operational systems that never quite agree. Assembly reconciles them continuously, so leakage surfaces while it can still be recovered.
Learn MoreKnow what you’re actually running.
Duplicate assets, equipment retired years ago, dependency chains nobody trusts. Assembly resolves the register and keeps it accurate.
Learn MoreSee each customer once.
The same account exists five times under four names. Assembly resolves them into one record every team works from.
Learn MoreAnswer with all the evidence attached.
Every figure links back to the record and the rule behind it, so audit trails are built as the work happens.
Learn MoreBuild the context once, reuse it everywhere.
One resolved foundation instead of having to rebuild the same capabilities every time. Runs natively in Snowflake, matching your team’s tools of choice
Learn MoreFinancial Services
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Sim Tshabalala,
CEO
Industrial Tech
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Sim Tshabalala,
CEO
Retail & Media
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Sim Tshabalala,
CEO
Telecommunications
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Sim Tshabalala,
CEO
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Sim Tshabalala,
CEO
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Andrew Kirby,
CEO Toyota South Africa
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Rui Morais,
CEO
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Serame Taukobong,
CEO