FINANCE
Billing-vs-Recognition Reconciliation to Snowflake and Email
Reconciles invoiced amounts in BigQuery against recognized revenue to find unbilled-but-recognized and billed-but-unrecognized timing gaps, writes the reconciliation to Snowflake.
How it runs
The automated pipeline, trigger to output.
- TriggerWeekly reconciliation schedule fires
- ActionPull invoiced and recognized amountsBigQuery
- LogicClassify asset/liability and compute gap
- ActionWrite reconciliation to SnowflakeSnowflake
- ActionSummarize top exceptionsOpenAI
- OutputEmail digest to controllerOutlook
What it does
Reconciles two views of revenue that often diverge on timing: what was billed and what was recognized. It identifies contract assets (recognized ahead of billing) and contract liabilities (billed ahead of recognition), persists the reconciliation, and digests the exceptions for the controller.
When to use it
Run it weekly or at close to keep the unbilled and deferred balances clean and to give the controller an audit-ready bridge between the billing system and the recognition ledger.
How it works
- 1A weekly schedule triggers the run.
- 2BigQuery returns invoiced amounts and recognized amounts per contract for the period.
- 3A logic step classifies each contract as contract asset, contract liability, or matched, and computes the timing gap.
- 4The full reconciliation table is written to a Snowflake table for downstream reporting.
- 5OpenAI summarizes the largest exceptions, and the digest is emailed to the controller via Outlook.
Set it up
What you configure once, before turning it on.
- 1Connect BigQueryDatasets, queries, schemas.
- 2Connect SnowflakeWarehouses, queries, shares.
- 3Connect OpenAIModels, embeddings, files.
- 4Connect OutlookMail, calendar, contacts.
- 5Set each agent's modelWe leave models unset so you pick the tier — fast + cheap, or top-quality.
- 6Tune it to your dataEdit the prompts, filters, and field mappings so it matches how your team works.
- 7Test, then turn it onRun once against a sample, confirm the output, then enable the trigger.
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This workflow drops into a full company template. Import the org, and this is one of the playbooks its agents run.

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