◆My Reconciliation Queue
Good morning. 7 items need your review. 24 have been resolved by AI this hour. Triage in the order the queue presents them.
DOLLARS AT RISK
$347,852
Across 102 open items. 64% in DSW facility. Target resolution by EOD.
24-HOUR TREND · YESTERDAY 07:00 VS TODAY 07:00 +24%
OLDEST OPEN
14m SLA 30m
Confidence 94%. In queue 12 min.
MY LOAD
7
2 high · 3 medium · 2 low
CLOSED TODAY
9 / 24 total
$488 variance absorbed · 100% posted
◆AI Batch Ready
24 high-confidence items · $3,488 total variance
RULEAuto-approve if
AI confidence ≥ 90% AND dollar impact < $500 AND age ≥ 24h AND pattern in library
| PATTERN | COUNT | AVG VALUE | AVG AGE | PROPOSED ACTION |
|---|---|---|---|---|
| Late ERP receipt post-GRN (returns window) | 9 | $142 | 26h | Post adjustment, mark resolved |
| Putaway timing gap (WMS delayed on shift change) | 7 | $98 | 25h | Replicate WMS event, align timestamps |
| Cycle count resolved (manual count posted) | 6 | $211 | 29h | Apply count, clear variance |
| Subinventory transfer not replicated | 2 | $45 | 24h | Replay transfer, confirm both sides |
Your Queue · 7 items need decision
CRITICAL
DSW NEAR YOU
POST 480-unit adjustment to align WMS with ERP receipt for CTN Gallon ESL Chocolate Box Assem
ANM-55102·
SKU 801542·
PO 99-3849·
Dock 4, Lane B
+480 units
$9,600 variance
97%
Post adjustment
14m
in queue
POST 480-unit adjustment to align WMS with ERP receipt for CTN Gallon ESL Chocolate Box Assem
ANM-55102·
SKU 801542·
PO 99-3849·
Dock 4, Lane B
ORACLE FUSION ERP
4,320
Receipt closed against PO 99-3849 for 4,320 cases. Truck 844 posted on dock 4. Receiving clerk: Marcus T.
≠
ORACLE WMS
3,840
Putaway confirmation captured for 3,840 units. 480 units remain in staging zone 4B with no putaway event. Forklift batch terminated early (shift change).
◆ AI RECOMMENDATION · CONFIDENCE 97%
Post a +480 unit adjustment in WMS to match ERP receipt. Reason: putaway batch terminated at shift change before last 480 units were scanned. Pattern seen 14 times in last 90 days with 100% resolution rate.
97%
HIGH CONFIDENCE
REASONING
- ERP receipt fully closed at 06:59:42, WMS last putaway 06:48:11 (during shift change)
- Forklift operator badged out before scanning last skid row
- CCTV frame from dock 4 at 06:49 shows 2 skids still on staging
- Pattern matches 14 prior cases in DSW dock 4, all resolved by adjustment
PROPOSED STEPS (after approval)
- Post +480 inventory adjustment in WMS lane B
- Mark ANM-55102 as resolved with reason "shift-change putaway gap"
- Append audit event "approved by Operator 07:14 EST"
- Notify DSW dock lead that skids are on lane B for putaway
EVENT TIMELINE
◆
06:40:22
PO 99-3849 truck arrived dock 4
06:44:03
WMS putaway batch started, operator Marcus T.
06:48:11
WMS putaway batch terminated early (shift change handoff)
06:59:42
ERP receipt closed by receiving clerk: 4,320 cases
07:00:01
Spyglass scan: delta detected, anomaly created
07:00:14
Classified CRITICAL, pattern matched to 14 prior cases
🎤 HOLD TO SPEAK · SAY "APPROVE" OR "SNOOZE FOR TWO HOURS"
HIGH
DSW
Replay WMS putaway event for 220 cases of CTN 6/64 LFPR Chocolate Milk
ANM-55098·
SKU 712980·
PO 99-3842
+220 cases
$4,620 variance
92%
Replay event
22m
in queue
Replay WMS putaway event for 220 cases of CTN 6/64 LFPR Chocolate Milk
ANM-55098·
SKU 712980·
PO 99-3842
HIGH
BCV
Apply cycle count and clear variance on Half & Half Qt, 6/64 LOWS & LFPR mixed pallet
ANM-55091·
SKU 380155·
Lot CM-0407-3
-36 cases
$756 variance
88%
Apply count
28m
in queue
Apply cycle count and clear variance on Half & Half Qt, 6/64 LOWS & LFPR mixed pallet
ANM-55091·
SKU 380155·
Lot CM-0407-3
MEDIUM
DSW
Confirm staging move for Bulk Milk 55gal Drum from lane 2 to lane 7
ANM-55094·
SKU BM-552·
Drum 8840
+1 drum
$1,100 variance
82%
Confirm move
36m
in queue
Confirm staging move for Bulk Milk 55gal Drum from lane 2 to lane 7
ANM-55094·
SKU BM-552·
Drum 8840
MEDIUM
DW
Write off 12 cases of Heavy Cream Qt due to cooler hold and short date
ANM-55088·
SKU 445722·
Hold ticket 2206
-12 cases
$378 variance
76%
Post write-off
44m
in queue
Write off 12 cases of Heavy Cream Qt due to cooler hold and short date
ANM-55088·
SKU 445722·
Hold ticket 2206
MEDIUM
BCV
Post SCC short-ship adjustment for 8 cases of Yogurt Smoothie 7oz, Route B-14
ANM-55080·
SKU 661221·
Route B-14
-8 cases
$198 variance
79%
Post short-ship
58m
in queue
Post SCC short-ship adjustment for 8 cases of Yogurt Smoothie 7oz, Route B-14
ANM-55080·
SKU 661221·
Route B-14
LOW
ICC
Add 4 cases to inventory of ESL Skim Gal found in cooler 3 during walk
ANM-55076·
SKU 223110·
Cooler 3
+4 cases
$92 variance
91%
Post addition
1h 4m
in queue
Add 4 cases to inventory of ESL Skim Gal found in cooler 3 during walk
ANM-55076·
SKU 223110·
Cooler 3
◆ · ◆ · ◆
◆Sync Reports
Reconciliation outcomes, accuracy trends, and root cause. Select a time period below.
◆ WHAT CHANGED
Since your last review on Mon Apr 06 13:42: daily accuracy up +0.8 pts to 97.59%, DSW facility slipped from 94.2% to 92.9% (watch), AI auto-resolve rose to 63.2% (above 60% target), and 2 new root causes exceeded 10% threshold (cycle count not posted, subinventory transfer not replicated).
16H AGO
TIME PERIOD
Apr 07, 2026 · Tuesday · Morning sync at 07:00 EST
QTY ACCURACY
TODAY
97.59%
↓Gap 1.91pp to 99.5% target
RECORD MATCH
TODAY
96.10%
↓102 of 2,615 records out of sync
AI AUTO-RESOLVE
TODAY
63.2%
↑Above 60% target
$ WRITE-OFF
TODAY
$1,240
↓2 escalations resolved as loss
ACCURACY TODAY
HOURLY · 07:00 TO NOW
96.1%
07:00
96.8%
08:00
96.9%
09:00
97.2%
10:00
97.9%
11:00
98.4%
12:00
(proj)
14:00
(proj)
15:00
(proj)
16:00
(proj)
17:00
(proj)
18:00
TODAY BY FACILITY
RECORD MATCH %
WRF
100.0%
DSW_BDW
98.2%
SCS
97.1%
ICC
95.6%
DSW_BYRNE
95.1%
BDW
94.8%
BCV
92.9%
Week 14 · Mar 31 to Apr 07, 2026
WEEK AVG
ACCURACY
96.8%
↑+0.6pp vs Week 13
RECORDS SYNCED
THIS WEEK
18,420
↑97.6% matched
AI RESOLUTION
WEEKLY
58.7%
↓1.3pp to goal
$ VARIANCE
ABSORBED
$8,942
↓-$1,200 vs last week
DAILY ACCURACY TREND
WEEK 14
95.8%
MAR 31
96.4%
APR 01
97.1%
APR 02
94.3%
APR 03
97.6%
APR 04
98.0%
APR 05
97.2%
APR 06
97.6%
APR 07
OUTCOMES MIX
WEEK 14
AI auto-resolved
720
Human approved AI
346
Human modified AI
103
Escalated
43
Written off
15
WEEKLY ROOT CAUSE · TOP 5
WEEK 14
Put-away ticket stuck in exception
274
Receiving step skipped or delayed
173
Cycle count not posted to ERP
115
Subinventory transfer not replicated
86
Other or minor
72
April 2026 · Month-to-Date through Apr 07
MTD AVG
ACCURACY
96.9%
↑+0.7pp vs March
MTD RECORDS
RECONCILED
13,240
↑782 resolved by AI
AI RESOLVE
MTD
59.1%
→On target
WRITE-OFF
MTD
$4,820
↓-34% vs March
MONTH ACCURACY TREND
APR MTD
96.3%
APR 01
97.0%
APR 02
94.3%
APR 03
97.6%
APR 04
98.0%
APR 05
97.2%
APR 06
97.6%
APR 07
APRIL ROOT CAUSE
782 RESOLVED
Put-away timing gap
281
Late ERP receipt post
172
Cycle count not posted
133
Subinventory transfer
109
All other
87
AI FIX INSIGHTS
APR MTD
◆ MOST CAUGHT
Put-away timing gap resolved by replay
281
AI replayed the timestamp alignment 281 times in April, zero manual escalations. $28,100 risk avoided.
◆ FASTEST FIX
Cycle count posted to ERP
42s
Median end-to-end resolution when counts are uploaded via scanner. 100% confidence, 100% posted.
◆ ON TARGET
AI resolve above 60%
59.1%
Target 60%. Gap 0.9pp. Projected to cross target by Apr 12 based on 30-day trend.
Q1 2026 · Jan 01 to Mar 31 (final) · Q2 in progress
Q1 FINAL
ACCURACY
96.2%
↑+2.4pp vs Q4 2025
RECORDS
Q1 TOTAL
184,410
↑+12% vs Q4
AI RESOLVE
Q1 AVG
56.3%
↑from 42% Q4
WRITE-OFF
Q1 TOTAL
$61,420
↓-$32K vs Q4
Q1 MONTHLY HEATMAP
ACCURACY BY WEEK
W1
W2
W3
W4
W5
W6
W7
W8
W9
W10
W11
W12
W13
JAN
93.2
93.8
94.6
95.0
FEB
95.2
95.8
96.4
96.8
MAR
97.0
97.2
97.0
96.8
96.9
Q1 VS Q4 COMPARISON
PROGRAM IMPACT
| METRIC | Q4 2025 | Q1 2026 | CHANGE |
|---|---|---|---|
| Accuracy | 93.8% | 96.2% | +2.4pp |
| Records synced | 164,620 | 184,410 | +12% |
| AI resolve rate | 42.1% | 56.3% | +14.2pp |
| Median time to close | 11h 30m | 2h 40m | -76% |
| Write-off | $93,420 | $61,420 | -$32K |
| Escalations | 312 | 186 | -40% |
2024 full, 2025 full, 2026 YTD comparison view
YTD AVG
ACCURACY 2026
95.3%
↑+4.1pp vs 2025
RECORDS
YTD 2026
3,847
↑vs 29,420 in 2025
AI RESOLVE
YTD 2026
30%
↑from 10% in 2025
WRITE-OFF
YTD 2026
$22,635
↓track to $119K program saving
MULTI-YEAR ACCURACY TREND
MONTHLY RECORD MATCH %
YEAR OVER YEAR
METRIC COMPARISON
| METRIC | 2024 | 2025 | 2026 YTD |
|---|---|---|---|
| Accuracy | 87.4% | 91.2% | 95.3% |
| Records reconciled | 402,800 | 587,320 | 184,410 |
| AI resolve rate | 0% | 10% | 30% |
| Write-off | $612,400 | $488,920 | $61,420 |
| Median close time | 18h | 11h 30m | 2h 40m |
PROGRAM IMPACT YTD
2026
$119,925
WRITE-OFF AVOIDED YTD VS 2025 PACE
1,264 hr
OPERATIONAL HOURS RETURNED
97.8% AVG
PROJECTED FY26 ACCURACY
◆Admin
Integration health, audit log, and AI rule management. Admin access only.
ORACLE FUSION ERP
ONLINE
Last heartbeat 7s
ORACLE WMS
ONLINE
Last heartbeat 9s
SPYGLASS SYNC
DEGRADED
42ms latency (norm 18ms)
AI MODEL
V2.3.1
90-day confidence 94.7%
DATA FLOW
CONNECTION HEALTH
LAST 24H
| ERP → Spyglass uptime | 99.98% |
| WMS → Spyglass uptime | 99.94% |
| Median sync latency | 18ms |
| Failed events (retry) | 3 |
| API rate limit usage | 42% |
07:14:08
Operator approved ANM-55102 at $9,600 variance, posted +480 unit adjustment to WMS
ROLE OPERATOR · IP 10.24.15.88
07:12:44
AI auto-resolved ANM-55099 at $142 variance (pattern: late ERP receipt)
SPYGLASS AI V2.3.1
07:10:22
Operator escalated ANM-55088 to DSW supervisor (reason: cooler hold)
ROLE OPERATOR · IP 10.24.15.41
07:08:11
AI rule change by Administrator: auto-approve dollar impact threshold raised from $400 to $500
ROLE ADMIN · IP 10.24.15.41
07:04:58
AI auto-resolved ANM-55091 at $756 variance (pattern: cycle count posted late)
SPYGLASS AI V2.3.1
07:01:15
Operator snoozed ANM-55094 until after lunch (13:00)
ROLE OPERATOR · IP 10.24.15.88
Auto-Approve High-Confidence Low-Dollar Items
IF AI confidence ≥ 90% AND dollar impact < $500 AND age ≥ 24h AND pattern in library
THEN auto-approve and post
THEN auto-approve and post
Escalate Cooler Hold Variances
IF variance on SKU in cold-chain category AND age > 2h AND no prior escalation
THEN route to DSW supervisor and tag as cold-chain
THEN route to DSW supervisor and tag as cold-chain
Hold For Cycle Count
IF variance magnitude > 20 units AND cycle count scheduled within 48h
THEN hold and annotate with scheduled count time
THEN hold and annotate with scheduled count time
◆ AI PROPOSED RULE (PENDING REVIEW)
IF facility = DSW AND anomaly in "putaway shift-change gap" pattern AND confidence ≥ 92%
THEN auto-approve up to $10,000 variance
THEN auto-approve up to $10,000 variance