5 intents have a resolution rate below 70% — candidates for prompt or knowledge-base improvements.

Knowledge Base Gaps

Ranked by severity — the intents pushing the most employees to a human team

Workday Login IssueSeverity 83
Knowledge Gaps
6 (19%)
Transfers
5 (16%)
Volume
31
Most-failed queryHelped employee access Workday timesheet submission
Recommended actionAdd Workday SSO/MFA troubleshooting article to KB and surface to chatbot intent
Benefits EnrollmentSeverity 71
Knowledge Gaps
4 (8%)
Transfers
13 (25%)
Volume
51
Most-failed queryCompared PPO and HDHP plan tiers for employee
Recommended actionRefresh open-enrollment plan comparison content; coordinate with Benefits team
ImmigrationSeverity 57
Knowledge Gaps
3 (12%)
Transfers
4 (16%)
Volume
25
Most-failed queryWalked through I-9 reverification requirements
Recommended actionBuild sponsorship-FAQ document (H1B, green card, I-9) and route to immigration specialist
Retirement PlanSeverity 57
Knowledge Gaps
3 (17%)
Transfers
2 (11%)
Volume
18
Most-failed queryConfirmed beneficiary designation update
Recommended actionIndex 401(k) rollover and vesting policies; pull beneficiary update flow from Workday
Manager ApprovalSeverity 56
Knowledge Gaps
4 (12%)
Transfers
4 (12%)
Volume
33
Most-failed querySent manager notification for pending approval
Recommended actionSurface delegate-approval workflow earlier in conversation
OtherSeverity 50
Knowledge Gaps
1 (2%)
Transfers
12 (26%)
Volume
47
Most-failed queryReviewed tuition reimbursement eligibility
Recommended actionCluster miscellaneous queries into new intents (commuter, wellness, referrals)
Address ChangeSeverity 50
Knowledge Gaps
1 (6%)
Transfers
5 (28%)
Volume
18
Most-failed queryConfirmed payroll tax jurisdiction change after address update
Recommended actionDocument multi-jurisdiction tax change handling for cross-state moves
PTO BalanceSeverity 37
Knowledge Gaps
3 (3%)
Transfers
11 (12%)
Volume
91
Most-failed queryProvided breakdown of used and pending PTO for current year
Recommended actionMaintain current accrual-policy doc as employee population grows
Relocation StatusSeverity 33
Knowledge Gaps
1 (2%)
Transfers
7 (16%)
Volume
45
Most-failed queryReviewed timing of household goods shipment
Recommended actionSync Cartus case status into Twin so agent can answer directly without escalation
Paycheck QuestionSeverity 29
Knowledge Gaps
2 (4%)
Transfers
4 (9%)
Volume
46
Most-failed queryClarified tax withholding change after recent move
Recommended actionExpose pay-stub line-item glossary to the agent's RAG index

All Topics

Volume, resolution, and example queries per intent

TopicVolumeResolution %Avg Handle TimeTrendExamples
ImmigrationFriction
2564%4:14
Provided contact for immigration specialist
Discussed sponsorship paperwork deadline
Workday Login IssueFriction
3165%4:04
Helped employee access Workday timesheet submission
Resolved Workday access issue before payroll cutoff
Benefits EnrollmentFriction
5165%3:51
Confirmed dental and vision benefits coverage and premiums
Compared PPO and HDHP plan tiers for employee
Address ChangeFriction
1867%4:06
Updated mailing address for tax document delivery
Confirmed payroll tax jurisdiction change after address update
OtherFriction
4768%4:20
Reviewed referral bonus program details
Explained remote work guidelines policy
PTO Balance
9185%4:12
Confirmed remaining PTO days and explained accrual schedule
Provided breakdown of used and pending PTO for current year
Paycheck Question
4680%4:29
Explained last paycheck net amount and deductions
Clarified tax withholding change after recent move
Relocation Status
4578%3:39
Explained gross-up estimate for interstate move
Provided counselor contact info for relocation questions
Manager Approval
3373%4:45
Sent manager notification for pending approval
Reviewed steps to escalate a stalled approval
Retirement Plan
1872%4:17
Explained retirement contribution change for next pay period
Walked through rollover options from previous employer