Describe the question once. It keeps answering.
Symbric Schedule is the Analyst's checked answer, re-run against current data on a schedule. Every result arrives with the checks it passed.
- 01The cadence is yours: daily, weekly, or after a release ships.
- 02It lands in the tool your team already reads.
- 03The first run is reviewed before anyone else sees it.
12
runs
11
delivered
1
held
- 2026-08-31 next run QUEUED
- 2026-08-24 delivered 06:04 4/4 PASS
- 2026-08-17 held, freshness HELD
- 2026-08-10 delivered 06:03 4/4 PASS
- 2026-08-03 delivered 06:02 4/4 PASS
01
The same checked answer, running on its own.
The definitions and the checks travel with every delivery. When a check fails, the run says so and holds the number until it can be trusted.
The gate
Four checks run before anything is sent: grain, reconciliation, freshness, and a golden query against the last certified run. All four pass and the report is delivered. Any one fails and the run is held, so nobody reads a number that was not checked.
- all passdelivered on the cadence
- any failheld, with the reason named
eval renewal_rate3 passed, 1 blocked
- grainaccount levelPASS
- reconciliationwithin 0.5%PASS
- golden_querymatches last certified runPASS
- freshnesssource table did not landBLOCKED
run held
02
The standing report, without the rebuild.
Without Symbric
- ×The same numbers, rebuilt from scratch every Monday.
- ×Two people producing the same metric from two definitions.
- ×A report that breaks silently the day a column moves.
- ×No way to tell whether this week's figures were checked.
With Symbric
- ✓The question is described once, and it reruns on its own.
- ✓One definition, certified once, used by everyone who asks.
- ✓A moved column fails the check before the report ships.
- ✓Every figure carries the checks it passed, before the meeting starts.
03
The questions teams put on a schedule.
Team
Standing question
Cadence
RevOps
Revenue and pipeline against forecast
weekly
Growth
Funnel conversion, retention by cohort
weekly, monthly
Product
Activation trend, adoption after a release ships
weekly, on release
Customer success
Tickets and time to resolve, renewal rate by cohort
weekly, quarterly
Engineering
p95 latency against target, error budget burn
daily, weekly
04
Where the answer lands, and who sees it.
checked run
renewal_rate
one answer, one definition, four checks passed
Slack
#revops-weekly, Mon 06:04
finance leads, Mon 06:04
Dashboard
revenue overview, on delivery
Runtime boundary
Every run is read-only.
Schedule reads from the warehouse at run time and produces one thing: the report, sent to the recipients you name.
- No records created.
- No records updated.
- Nothing written back to your database.
Model calls run under your own key. We never train on your data.
05
How a schedule gets set up once.
A short sequence, reviewed before it runs unattended.
01 describe
The question once, in plain language.
02 resolve
The definitions it depends on, pinned to the contract.
03 choose
The cadence and the recipients.
04 review
A human signs off the first run before it goes out.
05 run
On its own, from there.
loops on the cadence, and keeps surfacing drift in the definitions