We Build
The Systems That
GiveYour AI
the Context to
Actually Work

How do we do it?

Disconnected systems. Scattered context.
Your team is left without the information it needs.

Businesses run across CRMs, ERPs, spreadsheets, email and Slack. The data exists, it just isn’t unified or trusted. So reconciliation stays manual and AI has no context to work from.

Assembly unifies the business context your teams and AI need to be effective. It connects structured systems and unstructured information into a single trusted context layer, so teams can move from fragmented data to reliable answers, automation, and action.

Connected to everything you already run

CRM, finance, documents, email, Slack. Assembly reads all of it and runs inside your existing data platform, so nothing moves.

Reliable business context for AI

AI is only as good as what it knows about your business. Assembly teaches it what your data means, so the same question always returns the same answer.

One version of the truth

The same customer exists five times under four names. Assembly joins them into one, with every original still traceable.

Nothing leaves your business

Assembly runs inside your own Snowflake or Databricks environment. No data egress, no new vendor to approve, and nothing exposed to an external model.

100%

of answers traced back to source

Compliance that documents itself

Every figure links to the record it came from and the rule that produced it. When risk, audit or the board asks how you got there, the answer is already documented.

10%

of revenue leakage recovered

Stop margin escaping between systems

Billing and operational systems quietly disagree, and the difference is revenue. Assembly surfaces the mismatches while they can still be recovered.

100%

of records resolved to one identity

See each customer once

The same person exists in CRM, billing, loyalty and support under different names. Assembly resolves them into one record, with every source still traceable.

50%

faster month-end close

Finance reporting that keeps pace

Reconciliation runs continuously in the background instead of in a scramble at period end. Your team reviews the numbers rather than assembling them.

Connected systems.
Trusted context.
Decisions your team can stand behind.

Learn More

Disconnected systems. Scattered context.
Your team is left without the information it needs.

Businesses run across CRMs, ERPs, spreadsheets, email and Slack. The data exists, it just isn’t unified or trusted.
‍So reconciliation stays manual and AI has no context to work from.

Connected to everything you already run

CRM, finance, documents, email, Slack. Assembly reads all of it and runs inside your existing data platform, so nothing moves.

Reliable business context for AI

AI is only as good as what it knows about your business. Assembly teaches it what your data means, so the same question always returns the same answer.

One version of the truth

The same customer exists five times under four names. Assembly joins them into one, with every original still traceable.

Nothing leaves your business

Assembly runs inside your own Snowflake or Databricks environment. No data egress, no new vendor to approve, and nothing exposed to an external model.

Connected systems. Trusted context.
Decisions your team can stand behind.

100%

of answers traced back to source

Compliance that documents itself

Every figure links to the record it came from and the rule that produced it. When risk, audit or the board asks how you got there, the answer is already documented.

10%

of revenue leakage recovered

Stop margin escaping between systems

Billing and operational systems quietly disagree, and the difference is revenue. Assembly surfaces the mismatches while they can still be recovered.

100%

of records resolved to one identity

See each customer once

The same person exists in CRM, billing, loyalty and support under different names. Assembly resolves them into one record, with every source still traceable.

50%

faster month-end close

Finance reporting that keeps pace

Reconciliation runs continuously in the background instead of in a scramble at period end. Your team reviews the numbers rather than assembling them.

Learn More

Our Solution in Action

Case study film — coming soon

Industries We Serve

Financial Services

Case Study

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Sim Tshabalala,
CEO

Industrial Tech