Predictive maintenance

AI Forecast

90-day capacity planning for database files, transaction logs, autogrowth pressure, and SQL Server volumes. Runtime incidents, backup failures, blocking and security signals are handled under AI Incidents.

2026-06-21 06:32:55 5 analyzed servers

Critical files 0 Likely to hit current allocation soon

Volumes at risk 0 Current or projected low free space

90d disk demand 2.4 GB Expected extra database file footprint

Trend samples 900 Daily observations used in visible forecasts

Forecast risk shape10 rows

Critical files

High files

Warning files

Watch files

Volume risks

Volume demand90-day demand

SERVER 5

1.0 GB

SERVER 4

0.9 GB

SERVER 3

0.9 GB

SERVER 1

0.8 GB

SERVER 2

0.8 GB

Scan coverage5 analyzed

5 analyzed 0 failed

Demand by file type90-day disk pressure

DATA

2.3 GB

LOG

0.0 GB

Confidence splittrend reliability

High

Volume reservation listtop projected demand

SERVER 5 T:\ 1.0 GB / Warning

SERVER 4 T:\ 0.9 GB / Warning

SERVER 3 T:\ 0.9 GB / Warning

SERVER 1 T:\ 0.8 GB / Warning

Capacity planning queue What to reserve, pre-grow, or move

SERVER 1 / DOM_ThunderMoon_622B (LOG) is the closest file group to its current allocation limit: 34 days.

The log for DOM_ThunderMoon_622B is growing 0.00 GB/day. Check log backups, long transactions, and recovery model before the volume is pressured.

Fastest current trend: SERVER 3 / MAL_MAINT_DB (DATA) at 0.01 GB/day.

Server

Risk

Selected forecast Click a row to inspect details

Select a volume or database file row to inspect the signal, dates, and recommended action.

Volume forecast Volumes that need capacity attention

Risk	Server	Volume	Free now	90d forecast	Fills in	DB files	Recommended action
Warning54	SERVER 5	T:\ ANNAT 1	24.6 GB 61.4%	23.5 GB free 1.0 GB expected demand	2,197 days Capacity watch	2	Keep in capacity review; no immediate action required.
Warning54	SERVER 4	T:\ ANNAT 1	24.6 GB 61.4%	23.6 GB free 0.9 GB expected demand	2,344 days Capacity watch	2	Keep in capacity review; no immediate action required.
Warning54	SERVER 3	T:\ ANNAT 1	24.6 GB 61.4%	23.7 GB free 0.9 GB expected demand	2,511 days Capacity watch	14	Keep in capacity review; no immediate action required.
Warning54	SERVER 1	T:\ ANNAT 1	24.6 GB 61.4%	23.7 GB free 0.8 GB expected demand	2,610 days Capacity watch	14	Keep in capacity review; no immediate action required.
Warning54	SERVER 2	T:\ ANNAT 1	24.6 GB 61.4%	23.7 GB free 0.8 GB expected demand	2,705 days Capacity watch	14	Keep in capacity review; no immediate action required.

Forecast scope Capacity-only model

1Uses historical daily file-growth telemetry over the last 180 days.

2Converts database and log growth into a 90-day disk demand forecast per file group and volume.

3Maps files to mount points through SQL Server file metadata and volume statistics so the DBA can plan where capacity is needed.

4Excludes runtime incident signals such as failed jobs, deadlocks, login failures and backup exposure. Those belong in AI Incidents.

Maintenance plan DBA actions this forecast supports

APre-grow files before the forecast date when allocation pressure is inside the maintenance window.

BReserve volume capacity where projected free space falls below the local reserve policy.

CReview log growth separately from data growth to catch backup cadence, recovery model and long transaction effects.

DUse confidence and sample count to separate reliable trends from new or incomplete telemetry.

Database file forecast Data and log files requiring attention

Risk	Server	Database	Type	Current usage	Growth/day	90d demand	Allocation limit	Confidence	Volume	Recommended action
High72	SERVER 1	DOM_ThunderMoon_622B2026-06-20	LOG	0.1 GB / 0.1 GB 87.5% used, 0.0 GB free inside file	0.0 GB allocated +0.0 GB/day	0.0 GB 0.2 GB projected used	34 days Projected date 2026-07-25	High180 samples	T:\	Allocation pressure within forecast windowMonitor weekly and keep the trend in the capacity plan.
Watch36	SERVER 2	MAL_MAINT_DB2026-06-20	DATA	1.6 GB / 2.3 GB 71.4% used, 0.6 GB free inside file	0.0 GB allocated +0.0 GB/day	0.8 GB 2.1 GB projected used	131 days Projected date 2026-10-30	High180 samples	T:\	Watch trendMonitor weekly and keep the trend in the capacity plan.
Watch36	SERVER 3	MAL_MAINT_DB2026-06-20	DATA	1.7 GB / 2.4 GB 70.1% used, 0.7 GB free inside file	0.0 GB allocated +0.0 GB/day	0.8 GB 2.1 GB projected used	138 days Projected date 2026-11-07	High180 samples	T:\	Watch trendMonitor weekly and keep the trend in the capacity plan.
Watch36	SERVER 1	MAL_MAINT_DB2026-06-20	DATA	1.6 GB / 2.3 GB 70.1% used, 0.7 GB free inside file	0.0 GB allocated +0.0 GB/day	0.8 GB 2.0 GB projected used	144 days Projected date 2026-11-12	High180 samples	T:\	Watch trendMonitor weekly and keep the trend in the capacity plan.
Watch36	SERVER 2	DOM_ForestSky_5A7D2026-06-20	LOG	0.1 GB / 0.1 GB 59.7% used, 0.1 GB free inside file	0.0 GB allocated +0.0 GB/day	0.0 GB 0.1 GB projected used	157 days Projected date 2026-11-26	High180 samples	T:\	Watch trendMonitor weekly and keep the trend in the capacity plan.