Dispatches
Data · Lineage & governance

Trace any number to its source and monitor pipeline health.

Click a chart to see the upstream table, transformation, and freshness. Governance scoring, data sync monitoring, and approval workflows for production data.

The number changed. Nobody knows why. Everyone knows who to call.

SALES.FACT_DA…sales_dailysemantic v12ONE DEFINITIONNet SalesChart → Measure →Iceberg table → …Net Sales, Southeastfresh 06:58Sync lag0 minsame number, both places
Fig. 01Click any chart to see the upstream table, transform, and freshness
  • Lineage on every chart
  • Freshness stamped
  • Governance scoring and quarantine
  • Pipeline health with root cause
  • Approval and change logs
  • Version-aware citations
The problem

One click, not one afternoon

A variance shows up in the weekly executive report. Finance calls the analyst. The analyst calls the data engineer. The data engineer opens four consoles. Two hours later: a data sync job silently stopped on Thursday.

"We get no notification whatsoever that there's an outage with [our data sync]," a supply-chain lead told us. That was the problem statement.

The trace is one click, not one afternoon.

Five peopleOne clickFinance calls analystAnalyst calls engineerEngineer opensTwo hours laterNo resolutionwhy did Southeast drop 8%?Sync lag flaggedThursday 14:02 timestampLineage card shows stopped job
Fig. 02The variance trace that used to take two hours now takes one click
How it works

Trace. Score. Watch. Approve.

  1. Trace. Every chart, measure, and cell resolves to its upstream table, transformation, and freshness. Version-aware: if the source changed since the agent read it, the citation says so and opens the version it saw.

  2. Score. A governance agent weights production tables by usage and criticality, monitors lineage health, and proposes quarantine for bad inputs.

  3. Watch. Pipeline health flags stale, failed, or over-complex pipelines and sync gaps, with a root cause and a plain-language summary sent to Slack, Teams, or email.

  4. Approve. Changes to definitions, quarantines, and fixes go through an approval workflow. Every decision is logged with an author.

01SourcesystemsSnowflake ·SALES.FACT_DAI…02Pipelines ·Data syncPipeline healthmonitors stale03LakehousetablesIceberg tablesales_daily04SemanticmodelMeasure NetSales v1205Charts ·cellsClick any chartLineage card with table, transform, freshness · quarantine proposals logged
Fig. 03From source system to chart: automatic lineage, governance scoring, and pipeline health
People and agents

What people and agents each do

Lineage. Click any number to see the query and tables behind it, and who changed the definition, when.

CapabilityPeople canAgents canTogether
LineageTrace a figure to its source before it goes in front of the board.Cite the source of every number it produces.One trail for human and agent changes alike.

Anything a person can do here, an agent can do with the same permissions, and both land in the same audit trail.

Put Lineage And Governance To Work

Use cases

Finance traces a variance without a ticket.

Click the number in the packet. See the table, the transform, and that the data sync job lagged Thursday. Send the card to the data team with one click, already diagnosed.

Net Sales, SoutheastSoutheastQ3Net Salesfresh 06:58JulAugSepSync lag Thursday
Fig. 04Finance sends the diagnosed lineage card directly to the data team

The data sync outage that used to be silent.

Pipeline health detected a stopped data sync job, identified the last successful run, and posted a summary a supply-chain manager could read: "Southeast sales are 3 days stale; fix in progress." Built after a retail supply-chain workshop asked for exactly that.

Pipeline health alertTrigger · data sync job stopped ThursdaySoutheast sales are 3 days staleLast successful run: Thursday 14:02Affected dashboards: Net Sales, SoutheastFix in progressSummary posted to#data-eng for supply-chainmanagerBuilt after retail workshop
Fig. 05Pipeline health posts root cause and plain-language summary where the business reads

Scoring production tables.

Weighted scoring of every production table by usage, criticality, and lineage health. A ranked list of what to fix first, with an approval queue for quarantines.

Athena wants toQuarantine two production tables flaggedby governance scoringsales_daily: usage high, lineage health loworders_fact: criticality high, sync gap detectedRanked list shows what to fix firstWAITING FOR A PERSONQuarantine proposed · approval requiredGovernance agent · weighted by usage and criticality
Fig. 06Governance agent scores every production table and proposes quarantines for approval

Work-product lineage for tens of thousands of AI-generated documents.

Time travel to the version a reviewer saw. Which agent, which sources, which human approved. Built for audit methodology and risk teams.

Draft createdAthena3 sources ·Southeast Q3ReviewedReviewerSep 12 · approvedSource changedAthenatable updated Sep 14Audit requestRisk teamas reviewed on Sep12roll back this rangeTime travel to the version a reviewer saw, with agent, sources, and approver
Fig. 07Work-product lineage for AI-generated documents: which agent, sources, and human approved

Citations that know when the source moved.

Every citation in Athena is version-aware. If the underlying page, cell, or table changed after the agent read it, the chip flags "source changed · review" and opens the historical version.

Citation createdVersion-awareAgent reads pageCitation insertedDocument deliveredSource changes silentlysource changed · reviewOpens historical versionEvery citation knows when source moved
Fig. 08Version-aware citations flag when the underlying page, cell, or table changed after read
What customers say
“We have a variety of tools today that we have trails for, but not many of them can quickly and easily revert back to the previous versions.”
Partner · A global professional services firm
“Some of the traceability stuff that you guys have within your tool that doesn't exist anywhere else”
IT team · A global manufacturer
“Audit logging, user ID timestamp, data sources access, generated outputs. Yep.”
Analytics lead · A Fortune 500 retailer
“I love this feature. This is our favorite feature because we're auditors.”
Audit lead · A global professional services firm
“So you gave her three sentences. And she spit out that.”
Analytics lead · A Fortune 500 retailer
“It's good to understand the capability of the platform. That how far, and how quickly you guys can get these things going [...] that has been impressive overall.”
VP-level AI leader · A Fortune 500 retailer
“Lets us get a lot more out of our data than [...] We can sit on top of all of the data in [our data warehouse] as opposed to just, like, our little ingested, you know, three gigabytes semantic models. I think we have a lot of power here.”
Analytics lead · A Fortune 500 retailer
“Gave Athena the spreadsheet, explained which column I was trying to figure out, and then ten secs it told me... exactly how the calculation was based on the other data.”
Analyst · A global manufacturer
“He wrote the entire stuff. By itself. And I was there, and I was thinking, alright. If I had to write all this stuff, I mean, I would've spent days, days, days.”
Manufacturing analyst · A global manufacturer
“I send that to the programmer and he said, alright. I read your file. I copied the section of the code because he has the right interface, and it works. Wow. Just like magic.”
Manufacturing analyst · A global manufacturer

Verbatim from customer calls. Customers anonymized.

Governance, Stated Plainly (AGS)

How governance works

  • Lineage is automatic; there is nothing to configure per chart.

  • Governance decisions are approval-gated and logged with an author.

  • Every agent action in the data layer is attributed and reversible.

  • Runs with the platform in your environment.

One limit

Lineage is only as deep as the systems you connect. If a spreadsheet is emailed into a pipeline, the trace ends at the email. Connect the boring systems first.

FAQ

What does lineage tell us?

Where any number came from and everything that depends on it.

Can it warn us about data problems?

Yes. It detects late or missing data and alerts owners before reports go out.

Does it cover agent work?

Yes. Agent outputs cite the data they used.

One platform underneath

AGS · Athena Governance System

Records every change by a person or an agent, rolls back one contributor's edits without losing anyone else's, and keeps the model, instructions, and sources behind each agent action.

Palladium · deployment

How the platform is deployed: Athena's managed cloud, your cloud on AWS, GCP, or Azure, on-prem, air-gapped, or GovCloud. Same platform in every option.

How it fits together

Build, Work, and Data on top; 150+ connectors and every surface in and out; one map of the whole platform.

The rest of the platform

Related products and stories

Pick the number nobody can explain.

We will trace it in front of your finance and data teams. Same meeting.